{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initialize hikyuu_2.6.6_202508081714_RELEASE_macosx_arm64 ...\n",
      "2025-08-09 00:40:00.566 [HKU-I] - current python version: 3.12.7 (main.cpp:68)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-08-09 00:40:01,071 [INFO] runing in interactive session [<module>] (/Users/fasiondog/workspace/hikyuu/hikyuu/__init__.py:109) [hikyuu::hku_info]\n",
      "2025-08-09 00:40:01,071 [INFO] running in jupyter [<module>] (/Users/fasiondog/workspace/hikyuu/hikyuu/__init__.py:116) [hikyuu::hku_info]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "current plugin path: /Users/fasiondog/.hikyuu/plugin\n",
      "2025-08-09 00:40:01.880 [HKU-I] - Using SQLITE3 BaseInfoDriver (BaseInfoDriver.cpp:57)\n",
      "2025-08-09 00:40:01.882 [HKU-I] - 加载市场信息…… (StockManager.cpp:576)\n",
      "2025-08-09 00:40:01.883 [HKU-I] - 加载证券类型信息…… (StockManager.cpp:594)\n",
      "2025-08-09 00:40:01.883 [HKU-I] - 加载证券信息…… (StockManager.cpp:480)\n",
      "2025-08-09 00:40:01.941 [HKU-I] - 加载权息数据…… (StockManager.cpp:612)\n",
      "2025-08-09 00:40:02.058 [HKU-I] - 加载板块信息…… (StockManager.cpp:185)\n",
      "2025-08-09 00:40:02.249 [HKU-I] - 加载K线数据…… (StockManager.cpp:189)\n",
      "2025-08-09 00:40:02.250 [HKU-I] - 预加载 day K线数据至缓存 (最大数量: 100000)! (StockManager.cpp:233)\n",
      "2025-08-09 00:40:02.250 [HKU-I] - 0.37 秒数据加载完毕. (StockManager.cpp:195)\n",
      "2025-08-09 00:40:02.250 [HKU-I] - 启动行情接收. (SpotAgent.cpp:38)\n",
      "CPU times: user 536 ms, sys: 145 ms, total: 681 ms\n",
      "Wall time: 1.79 s\n"
     ]
    }
   ],
   "source": [
    "# %matplotlib inline\n",
    "%time from hikyuu.interactive import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  1 绘制指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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buGzZMtx777245ppr0Ldv3zpZqAkTJuDf//43unfvji5duuCuu+5S1jjHxMRArVYjMjISkZGRsFqtWLp0KWbPno20tDSMGTMG48aNU/aPjIxEQkKC2zdn48ePx6BBg5CZmemSWWxMbGwsACkYqaysxKJFi/C3v/0N7du3x+DBg13WZ8vfl7i4OOh0OqSkpODtt9/G6NGjkZqailtvvRVpaWnK/nv27KnzNX388cfx7rvvolOnTli5ciWmTp2KtLQ0vP7663Wu7dlnn8XOnTvx3nvvQa/XK/cbjUbodDqXfXU6HaqrqxvdbjQalY/r2+5uG4AGt8vn9oZ+/fph586dDe5js9lw4403Ijw8HB9++CE0Go2ybdCgQfjHP/6Bbt264bnnnkNsbCzef/99VFVV4bbbbsOzzz6LTp06oXfv3pgzZ06d9fgLFy5E165d0aFDB0RGRkKtViMhIQFqtftfv3FxcW6frzExMQCk3xWt/T1RWloKIUS9vyvkbLT8u6Kpz7v333+/zu+J2NhYnD17VtmnX79+OHfuHM6cOdOqzyE/Px+TJ0/G4MGDXaoznD355JO4+OKLMW7cuDrbGnuuEhEREdUWFJnnsBANDi252m/nbgr5n1g5iG6pqKgopdTSnfPnz7v8w5yeno4VK1Zg2bJl2LlzJ9asWYPly5fj1ltvxZdffqns9/XXX6N9+/Z1zgUARUVFsNlsdbLdW7duxcaNG3HZZZe5nPPIkSP4xz/+oXzcs2dPREdHKx8vWLAAH3/8MTZt2oRDhw5hx44dsFgsbj+fbt26Qa/X41//+hd27tyJAwcOYP/+/Zg1axYA4M4778T777/v9rGlpaXK7XHjxuGdd97BlClTMHfuXOzbtw/h4eFuH+dM/n5FR0cjOTkZM2bMwPLly7F9+3YcOnQIv/32G4YPH+72sWPGjMGvv/6KxYsXY+/evdi9ezfOnj0Ls9kMQAoO+vfvX+dxM2fOxMyZM5Gfn49vv/0Wr7zyCm6//XYMHDgQl1xyCQAp8F68eDGeeOKJOtUMer0ehYWFLveZTCYlw63X65Ug2Xl7dHS0EoS72x4WFgYhhNttABAWFtboub0hISGhwZ8JAFizZg0sFgumTp1aJ6AaMWKEclutVmPQoEE4fPgwwsPDsWDBAqxevRpbt27FoUOHsGvXLqSkpLg8vinLLZz1798fp06dqnP/iBEjsG7dOsTFxXnk9wSAer8u8v3OP7dNed798Y9/dFvp4Rzsyy9cnT9/vs7vlKYqLi7GuHHjYDQasXbtWrfLMA4dOoQVK1Zg3759bo9R3/McgFefj0RERHThCorMs0qlQnio1i9vTe2g27NnT0RGRmL37t11tgkhMGnSJKxfv77R41x22WXIycmpdxzSrl27lH90//nPfyojkDQaDYYOHYqXXnoJzz//vFJOKmvfvj0yMjJc3uLj4132cR6nBUgB5c8//4yDBw/ijTfeUO5XqVR1Sk7l0kmbzYbRo0fj6aefRkpKCh588MEGx3Lt2rULvXv3xvbt2zFixAi8/vrrLh2AlyxZgj179rh9c/bmm29CpVJh6dKlyM/Pr7M+sj579+5FaGgoevTogVOnTqFXr15Yt24dLr74Yrz44osNloAvW7YMV1xxBYqLizFlyhT89NNPddafOn9N9+zZg7/+9a/Kx0lJSZg1axa2bNmC9PR0pczZaDRi5syZGDp0KB566KE6501PT1fWYctyc3OVcuqGtsfHx0On07lsN5vNKCwsRHp6OtLT01FUVOTyYkdubi70ej3i4+MbPbc3OGeR69OxY0f88MMP+Pjjj/Hjjz+6bKv9XLXb7dBqtSgvL8eAAQOwatUqdO/eHYsXL67TSRtAs7vPf/31126fr3KWd/Dgwfjtt9/cPvbDDz/E3LlzGz1HdHQ0evXqVW9GfufOnVCpVBg0aFCTn3eAVOlR+/dERkaGy/egKd+PhuTn52P06NEoKyvD+vXr633ufPTRRygpKUGvXr0QGxurZKflyoHGnqtEREREtQVF8Hwh0Gq1mD59OpYvXw6r1eqy7auvvsK6devQoUOHRo9z3XXXISkpyWUklezjjz9GVlaWst4wMzMTS5curbNfu3btGiz9ri0+Ph5arRZFRUUu9/ft2xcjR47Eo48+ioULF6K4uFi53/mf9jNnzijZyP379+OXX37B+vXr8eijj2LChAnIzs52Oa7zCxLvvfcexowZg9WrV2PBggW45JJLcPDgQWV7QkKC23/ma8+/lQOk9u3b46mnnsLSpUsbnSUthMCbb76JiRMnQqfT4ZNPPkFKSgq++uor3HfffRg5cqTLqJ3aL6SsXLkSjz32GF555RVlnbdzJjAlJcXla1pdXY0XX3wRe/fudTmOTqdTmqUBUpnw6dOn8c4777gtDR46dCh2797t0mRp06ZNGDp0qLJdbtAGSCXpv/32G4YOHQq1Wo0hQ4a4bN+yZQtCQ0MxcOBADBw4EFqtFr/88ovLsYcMGQKVStXoub2huLgYSUlJDe4zfPhwXHnllbjjjjtwzz33uARUzoGqzWZT1qyvX78ehYWFyMzMxEMPPYQ//OEPjY6JasqLae5eqMrIyFAy2jfeeCPy8vLwySefuDzOZrPhpZdeUioXGrNgwQK8/vrrdcqnrVYrnn76aVx33XVISUlp8vOuqeTfA419T9wxGo249tprUV1djc2bN7tt+ia77777cPTo0TovPuzZswd//OMfG32uEhEREdXhs77eHhaIo6rOnj0r0tLSxPjx48XOnTtFTk6OePfdd0VCQoJ46KGHlP06deokHnjgAfHNN9+4vBUWFgohhPjxxx+FXq8XDzzwgMjKyhI5OTli2bJlIioqSjzxxBPKcX788Ueh0WjEvHnzxO7du8WpU6fEp59+Ktq3by9eeuklIUTNeKXdu3eLgoKCOm8Wi0UIIcRll10mli1bphzbeVSVyWQS3bt3F/PmzRNCCPHxxx+LmJgYsW7dOvH777+La665Rmg0GpGZmSnOnDkj1Gq1WLZsmTh16pR4//33RUJCggCgjMHq06ePWLhwoSguLhbPPPOM6NChg/j111/F4cOHxZ133ilCQkLE9OnTm/Q1rz2qSgghbDabuOyyy0S3bt1EVVWVEEIaVfXZZ5+JgoICcf78ebFnzx5xyy23iKioKHHo0CEhhBCrV68WUVFR4ueffxYnTpwQS5YsESEhIWLYsGFCCCHy8/MFALFu3TpRWVkprr76anHNNdeI48ePix07dojRo0eLkJAQsWLFCiGEEMuXLxdDhgxxubYxY8aIjIwM8cEHH4js7Gyxf/9+MW/ePNGhQwdRWloqMjMzhUqlEi+99JLb75fRaBQ2m0307t1bzJkzR2RnZ4tly5aJsLAwkZ2dLYSQxo7p9Xrx6quviuzsbDFnzhxx0UUXCZvNJoQQ4v333xexsbHip59+EocOHRKDBw8WCxYsUK7xjjvuEIMHDxYHDhwQ69evF7GxseLDDz9UvrYNnduZu3FnBoNBFBcXKx9XVFSI0tJS5ePS0lJRUVHh8pj27duLL7/8st7ngPOIpaKiItGuXTvxzDPPKNtUKpV49dVXxbFjx8S9994r0tPTRXV1tdi6datQq9Xi008/FdnZ2WL58uUiPDxcpKamCiHcP7fWrFkjoqOjxcmTJ5WfnZZ4/PHHRVRUlFixYoU4deqU2L17t/jzn/8skpKSlFFob775pkhKSqrze2Lbtm1CCGm01dVXXy26d+8uvvjiC5Gbmyu2bdsmrrnmGtGxY0eRm5urnK+x5538tbrxxhvdPu+cf0//+OOPIjExUdjt9kY/T9QaVfXPf/5T6HQ6sXXrVpfjy99zo9EoCgoK3B7L3fejoeeqOxfq3xYiIqJA5I9RVQye25icnBxx8803i+TkZKHX68VFF10kli1bpgQuQkjBM4A6bz/88IOyz65du8TEiRNFTEyM0Ov1YsiQIW7/Kfzhhx/EFVdcIaKjo0VYWJi4+OKLxXvvvadsl4Pn+t62bt0qhJBmA990003K42oHPuvWrRNqtVrs3LlTCCHE888/LxITE0VMTIx49tlnRXJysvJP8ooVK0R6eroICwsT1157rdixY4fQaDRi8+bNQgghXnnlFRERESGmTJkiKisrxdSpU0VkZKRITk4WCxcuFC+//LLo3r17k77e7v6hFkKIffv2Ca1WK+6//34hhHD5nFUqlUhISBCTJ08We/fuVR5js9nE/PnzRWxsrIiLixPz588Xq1evFpGRkcJoNAohhLjxxhuFTqcTL7/8ssjKyhJDhw4Ver1e9OzZU7z11lti2rRp4rbbbhNCCHH8+HGh0+lcgsGKigrx4IMPis6dO4uQkBCRlpYmZs2apQQ6ixYtavD7Jc8GPnz4sBgxYoTQ6XSiZ8+e4ptvvnH5/L/88kvRo0cPodPpxOjRo8WxY8dctj/11FMiKSlJREREiNmzZwuDweByjTfffLOIiIgQycnJ4rnnnnN5bGPnlrkLnhctWuQyu/iWW25x2Wf06NEus4ZPnTol9Hq9y1zp2mrPJ166dKmIiIgQp06dErfccov44x//KCZOnCjCw8PFkCFDxJ49e5R9Fy9eLBITE0VkZKS48cYbxY8//ihUKpU4ffq02+dWYWGhGDBggNDpdMrPQku9/vrrYtCgQSIsLEwkJSWJqVOniqNHjyrb33zzTbfPgeHDhyv7mEwm8dRTT4kePXqI0NBQkZKSIu644w5x/vx5l3M19ryTv471Pe+uvvpqZb8lS5Yos6gbUzt4vuSSS9weX/7+yZ+zO+6+H409V2u7kP+2EBERBRp/BM8qIS7MgZbl5eWIiYlBWVmZS7MpALBYLCgoKEBiYmKz1xtSy+Tk5GDgwIE4e/Ysm+140Lhx4zBr1izcfPPN/r6UC9Jzzz2Ho0ePKrPNm0ueJd7QuntqHnnWfH2N9Noy/m0hIiJqOxqKB72Fa57JIzp16oRJkybV29maWub//u//Whz4BTuLxYI33njDbdM08o8ff/wRSUlJF2TgTERERMTgmTzm+eefx7Jly+o0PKOWu/LKK5Genq50RaemW7VqFW644Qb06NHD35dCDk888QReffVVf18GERERUYuwbJuIiKgJ+LeFiIio7WDZNhEREREREVEbxOCZiIiIiIiIqBEMnomIiIiIiOpxga5yJS9g8ExEREREROTGu1uzMXDJD9h/pszfl0JtAINnIiIiIiIiNzYcLkBZtQXbTxb5+1KoDWDw3IZkZGRApVK5fduwYQMAYMyYMVCpVG7nKf/+++9QqVQYM2ZMnW2zZ8+GSqXC4cOH3Z47Ly8PgwYNgsViweLFi90eoz7O19eYXbt2YfPmzU0+dkM2bNgAlUpV5/5HH30UOp0O33//vXJ98ptarUZUVBRGjx6N7du3N+t8q1evRn5+frMeM336dGXMlNVqxbPPPosePXogPDwc3bp1w9///ndUVlYq+zflOXDixAmMHTsWer0ePXv2xLp161zO+f3336N3794ICwvDqFGjcOTIEZftL7zwAlJTUxEZGYlZs2a5nL+6uhpz585FVFQUkpOT8fTTT7s8trFzy959991mPYdqW7FiBRYuXNjix7tjtVqxaNEidOzYEXFxcZgyZQrOnj2rbD958iQmTZqEmJgYdO7cGc888wzsdjsA6fv43XffNek8Qgj84Q9/wFtvveVy/549ezBmzBhERUWhR48eWLVqVZOO98svv0CtViM7O1u5r6CgADNnzkRCQgLS09Px4IMPwmQyNel4RERE1HSVJmkEa7mRo1iJwXOb85///AcFBQV13oYPH67sExISgi+++KLOYz/99FNoNJo69xuNRnz66afo1asX3nnnHbfnffjhh3H33Xd7ffzK1KlTcezYMa8df+nSpfjnP/+J999/H1dddZVy/2effYaCggLk5eXhl19+QY8ePXDFFVcgKyurScfNycnBTTfdhKqqqiZfS2ZmJnJzc3HllVcCAB577DG8//77WLFiBY4cOYKVK1fik08+wZ///GflMb/99lud7/2ECRPQvn17DBw4EHa7HZMnT0bnzp1x+PBh3HPPPZg6dSpOnjwJADh16hSmTJmC++67D1lZWejcuTMmT56sBIFr167F008/jdWrV2Pbtm04cOAAHnzwQeX8Dz30EPbt24cdO3bgf//7H55//nmsXr0aABo9t2zjxo1YsGBBk79O7sydOxdr166t98Welnj22Wfxzjvv4L333sP27dthsVhwww03QAgBs9mMSZMmITY2Frt378Zrr72Gl19+GStWrAAALFq0CHfffTcsFkuD57Db7bj//vvrzOUuLi7GNddcg8suuwz79u3Dk08+ibvuugvffPNNg8ezWCy444476qy1uummm5Cfn49Nmzbho48+whdffIHHHnusBV8VIiIiakiV2QYAKK9u+H8AChLiAlVWViYAiLKysjrbzGazyM3NFWaz2Q9X1nKdOnUSb775ZoP7jB49Wlx55ZUiJiamzuc3ZMgQMWbMGDF69GiX+z/++GORkJAgXnrpJdGxY0dht9tdtp84cUIkJCQIk8kkhBBi0aJFdY7REAAiMzOzSfs25XNsqszMTOH8FF6zZo3QaDRi1apVTbq+MWPGiBkzZjTpXCdPnhQAxMmTJ5t8fWPHjhVr1qxRPk5JSRGffvqpyz4//PCDACDy8/PdHmPlypVCpVKJH3/8UQghxPr160V4eLiorKx0Oc8//vEPIYQQjz32mMv3zmAwiIiICPHTTz8JIYQYNWqUWLRokbL9559/FjqdThgMBlFVVSX0er3L1+rxxx8XI0eObNK5hRBi8eLFQq/Xi379+jXrOeTOokWLxO23396qYzjr0qWLy3MjNzdXABBHjx4VGzduFDqdTlRVVSnbn3rqKTF8+HDl49GjR4v//e9/9R7/zJkzYuzYsSIjI0PExsa6PM/feecdkZGR4fKzd/vttzf6/FuyZIkYNWqUy3Pv1KlTAoA4ceKEst///vc/kZ6e3ujXgFrnQv3bQkRELTf2+UzR6W/rxF8++M3fl0K1NBQPegszzxegyy+/HKGhofj555+V+86ePYvs7GyMGDGizv6rV6/GqFGjMGnSJJw6dapOifXKlSsxadIkhIaG1nlsdXU1hg0bhquuugpmsxlCCDz22GNISEhAu3bt8MILL7jsn5+fj5tuuglJSUkICwvDoEGDsGnTJgBSyXlOTg7mzJmD2bNnA5BKjIcMGYKIiAjExcVh+vTpqKioAFBTau7urbb169dj5syZeOGFFzBnzpwmfR1nz56NNWvWKNnkXbt2YezYsYiOjkZ0dDTGjx+Pc+fOAQA6d+6svJfLcf/1r3+he/fu0Ov1SEtLw+OPP64c+/Dhw9ixYwcmTpyo3Ge32/HDDz/AZrMp940aNQq///472rVrV+f6Tpw4gQceeAD33Xefkr3etm0bBg0ahIiICGW/4cOHKyXo27Ztw8iRI5Vt4eHhuPjii7F9+3YIIbBjxw6X7UOHDoXVasXevXuxZ88eWCwWXH755S7H3rlzJ4QQjZ4bkL4P33zzDa6//vpGv/6NmT59Ot577z3l+7N48WLMnDkTd955J6Kjo9G5c2e8/PLLyv71PVfk59qKFSswYcIEl/0BwGAwoFevXvjyyy8RFhbmst1gMLhcj5yJdmf37t3o2LEjduzYgZiYGJdto0ePxjvvvOPy3K19/NqOHDmC5cuX1/kZi42NxZdffqk8J5tyLCIiImqZmrJtZp4pWMq2hQDMBv+8eaG1vVqtxsSJE11Ktz/77DNMmDChTtl2ZWUlvvrqK0yaNAndunVD375965Ruf/vtt26DbrvdjunTpwOQSsJDQ0Px9ttvY+nSpXjvvfewadOmOmteZ82aBZvNhi1btuDgwYPo2LEj5s2bBwD4/PPP0aFDB/znP//B0qVLkZ2djSlTpuDOO+/E0aNH8emnn+Knn37C8uXLAUgl2O5K2AsKClzO+dtvv2Hy5MkYMWIE7r///iZ/Hfv27QuLxYIjR47AYDDg6quvxjXXXINDhw4hMzMTx48fxxNPPAFACozk99OnT8cHH3yA5557Dq+//jpOnjyJJ554AosXL8aOHTuUr+mgQYNcgrH58+dj2bJl6NSpE+bPn4+1a9fCYrGgZ8+edb5vNpsNs2bNQqdOnfDMM88o9585cwbp6eku+6alpSE3N7fR7YWFhTAajS7bQ0NDER8fj9zcXJw5cwYJCQkuL6KkpaXBaDSiqKio0XMDwM8//9yqtc7OevbsiYiICOXFFwD46KOPEBMTg/379+O+++7Dgw8+qCwDqO+5snTpUgDAH/7wByQlJSnHWrZsGVJSUtC7d28kJiZi3LhxyjaTyYRVq1bhiiuuUO4bMWIEtm7d6rJG3NmkSZPw1ltvITExsc62jh07urxoUVBQgI8++sjl+LXNmzcPjz/+eJ3jRUVFubwoI4TA8uXLGzwWERERtUxN2TbXPBOg9fcF+ISlCng6zT/nfuQsEBrR+H4Od955Z50AsEuXLkrwJrvuuutw//3345VXXgEgBc933313nf0+++wzmM1m5Z/tyZMn45VXXsGrr76K8PBw2O127N+/H717965zLXfffTeOHTuGjRs3KtnGZcuW4d5778U111wDQMrm9erVS3nMhAkTMHXqVKSkpAAA7rrrLiXbFxMTA7VajcjISERGRuL8+fNYunSpkhlMS0vDuHHjlGBI3q8x48ePx6BBg5CZmYmNGzdi1KhRjT4GkDJ4gJR5rKysxKJFi3DvvfcCANq3b4+pU6di586dAIC4uDjlvU6nQ0pKCt5++22MHj0aAHDrrbfisccew7FjxzBkyBDs2bOnztf08ccfR/fu3bF8+XKsXLkSK1asQHR0NF588UXcdtttLvs+++yz2LlzJ7Zv3w69Xq/cbzQaodPpXPbV6XSorq5udLvRaFQ+ru/x7rYBUB7f0GO9oV+/fti5cyeuvvpqAEBycrLyYsL999+PRYsWYdeuXejWrRsSEhKafNyPP/4YzzzzDJYuXVqn4sJms2HGjBkoKirCX//6V+X+3r17QwiBPXv2uH2xqakMBgOmTJmCuLg43HrrrW73eeONN2A2m3HbbbchJyenweP95S9/wfbt25XnKhEREXmGEAIGMzPPVCM4Ms8XkCVLlmDPnj0ub19++WWd/caNG4e8vDzs27cPpaWl2Llzp0uDLNnq1asxfPhwJbCYMmUKKioq8MknnwAAioqKYLPZ6pQNb926Fa+99hqioqKUwBGQSkkHDx6sfNyzZ09ER0crHy9YsAA///wz7r77blxxxRWYMmVKvU2WunXrhnHjxuFf//oXZsyYgQEDBmD16tUwm80ApBcSYmNj3b7V/lpkZmbij3/8I+bOndvkpl7l5eUAgOjoaCQnJ2PGjBlYvnw5Zs+ejSFDhuC5555TrqW2MWPGoF27dli8eDGmTJmCTp064ezZs8r++fn5bkuxZ86ciS1btuD8+fN4++230b17d9x+++3YtWuXss+ePXuwePFiLFmyBAMHDnR5vF6vV4JgmclkUjLcDW2Xg/CGtrvbBqDB7c7ZdU9LSEjA+fPnlY87derksj0uLk65xvqeK3feeafLY77++mvcdNNNmD17NubPn++yzW63Y+7cufjyyy/x0UcfITU1VdmmVqsRFxfncj3NZTQaMXnyZBw8eBCfffYZwsPD6+yTn5+PRx55BK+99prbJQrOHn30Ubzyyiv473//i/79+7f4uoiIiKiuKrNNKSJlwzACgiXzHBIuZYD9de5mSEhIQEZGRqP7hYeHY9y4cfjiiy/QpUsXXHHFFS4ZSkAKjH/44QfY7fY629555x3MnDlT+VjuxiyLjo7GJ598ggkTJuCNN95QMqMqlQparevTRs7c2Ww2jB49GpWVlZg6dSrGjx+P6upqTJ061e3nIK8xnjhxIkaNGoX7778fL774orJ9yZIlePjhhxv9Wrz55ptQqVRYunQp+vTpg4ULF+Lf//53o4/bu3cvQkND0aNHD5w6dQqDBw/GkCFDcNVVV+HWW2/FF198UW82b9myZVi4cCFuueUWTJkyBc8//3ydjLfz13TPnj147733lPWrSUlJmDVrFqZNm4auXbtiw4YNuOSSS2A0GjFz5kwMHToUDz30UJ3zpqenY//+/S735ebmKuXU6enpyjpt5+0DBw5EfHw8dDodzp07p2TFzWYzCgsLkZ6eDiEEioqKYLFYlK7rubm50Ov1iI+Pb/Tc3lC7nN1dN3nh+Ku2Z88et8dwrl747LPPMG3aNNx4441YuXKly342mw0333wzPv30U3z88cfKOvPGzt9UVVVVmDBhAvbt24fvv/8e/fr1c7vfN998g8LCQqXMW34e9e/fH4888gj+7//+D4DUIf/FF1/Ea6+9hlmzZrX4uoiIiMg9OesMcFQVSYIjeFapmlU6faG47rrrsHLlSnTq1AlTpkyps/3jjz+G3W7Hli1bXBoYrVq1Ci+++CLOnj2LlJQUaLVaFBW5Dn7v27cvRo4ciUcffRQLFy7E9ddfj3bt2qFv377YuXMnxo8fD0BaY1tYWAgA2L9/P3755RcUFhYiPj4eAOo0O3LOpL333nsYM2aMMgpJCIGDBw8qme2EhIQmleLKwXz79u3x1FNP4f7778fUqVMbLK0VQuDNN9/ExIkTodPp8MknnyAlJQVfffWVss+zzz7r9roBqcnaY489pox5KigocMlIpqSkuHxNq6ur8eKLL+Lmm2/GgAEDlPt1Op3SLA0AFi5ciNOnT2PdunVQq+sWhgwdOhRPP/00DAaDUkq/adMmZZ3x0KFDXdYIGwwG/Pbbb3jiiSegVqsxZMgQbNq0SVkfu2XLFoSGhmLgwIEQQkCr1eKXX35RytE3bdqEIUOGQKVSNXpubyguLna7pMCdxl502rJlC6ZNm4Y5c+Zg+fLldb6n9913Hz777DOsW7fObeAshEBJSYnLuummEkJg2rRpOHDgADZs2FBv4AwAN9xwg/L1B6SfsZEjR+Lrr7/GRRddBED6uXrxxRfx9ttvu7wIRkRERJ5jMNU0ea00WWG12aHVsHA3mPG738ZUVlaisLCwzpu7daUTJ07E7t278cMPP7g0EJKtXr0a48ePx2WXXYZevXopb3/5y1+gVqvx3nvvQa1WY/DgwXUyirL7778fcXFxeOSRRwAADzzwAF566SV89dVXOHz4MG6//XYlG5eYmAi1Wo01a9bg9OnTWL16tRKAyuXM4eHhOHLkCEpKSpCSkoK9e/di9+7dOHLkCO6++24cPny43lLpprjrrrtw6aWXYs6cOS5fs7KyMhQWFiIvLw979+7FnDlzsGfPHjz55JMApGA3JycHGzduVBqAff/99y7XDQAHDx6EwWBASkoKfvzxR5w4cQI7d+7E1KlTodVqlf0vvfRSl6/psGHDMGbMGEyePBkffvghcnJycODAAcyfPx/V1dX405/+hA0bNuDf//43Fi9ejMjIyDrPAZPJhDFjxqBjx4645557kJOTg+XLl2Pnzp2YO3cuAGDOnDnYtm0bli1bhpycHNxzzz3o0qWLEowtWLAA//rXv7B+/XpkZWXhoYcewpw5cxAWFobw8HDccsstePDBB3Hw4EFkZmbilVdewV133QUAjZ67MVVVVSgpKVE+rqysRFlZmcv3qHYzrkOHDmHQoEFNOn5DhBC4/fbbcdlll+GJJ55AUVGR8nW1WCzYvn07Xn31VTz//PMYMGCAss35ek+cOAGr1dqi8ug1a9bgq6++wuuvv47U1FTl+PLnb7FYUFhYCLvdjsjISGRkZChv7du3ByC9OBQbG4vTp0/jkUcewV//+ldcc801Ls8RIiIi8hyDyTXbXGli9jno+WwolocF6pxnAG7fnnnmGSGENGvWeU7v8OHDxZVXXql8LM9ozs3NFWq1WnzyySduz3XDDTeIvn37CiGk2cA33XRTnWPI1q1bJ9Rqtdi5c6cQQojnn39eJCYmipiYGPHss8+K5ORkZTbwihUrRHp6uggLCxPXXnut2LFjh9BoNGLz5s1CCCFeeeUVERERIaZMmSIqKyvF1KlTRWRkpEhOThYLFy4UL7/8sujevXuTvl615zzL9u3bJ7Rarbj//vuFEMLl66hSqURCQoKYPHmy2Lt3r/IYm80m5s+fL2JjY0VcXJyYP3++WL16tYiMjBRGo1EIIcSNN94odDqdePnll0VWVpYYOnSo0Ov1omfPnuKtt94S06ZNE7fddpsQQojjx48LnU4nKioqlHNUVFSIBx98UHTu3FmEhISItLQ0MWvWLJGbm6t83ev7/gNQ5gYfPnxYjBgxQuh0OtGzZ0/xzTffuHz+X375pejRo4fQ6XRi9OjR4tixYy7bn3rqKZGUlCQiIiLE7NmzhcFgcLnGm2++WURERIjk5GTx3HPPuTy2sXPL3M0KX7RokejUqZPy8S233OKyz+jRo8Utt9yifHzq1Cmh1+uVudLujtnUueEHDhyo9+uamZkp/vrXv7rd5ny977zzjhgxYkSj53J3XX/605/cHl/+fOTnsrs54rVnjC9durTez4W860L920JERC2z9Xih6PS3dcpbTqGh8QeRz/hjzrNKCC/MUvKB8vJyxMTEoKyszKVhFSBlcQoKCpCYmKis3aT65eTkYODAgTh79qxXmz8Fm3HjxmHWrFm4+eab/X0pF6TnnnsOR48exX//+19/XwoA4Nprr8WMGTMwY8YMf18K+Qn/thARBZf1v+dh7ls1TV3X3TMCF6XHNPAI8qWG4kFvYdk2oVOnTpg0aRLef/99f19KQPm///u/NhP4XWgsFgveeOMNt03T/OHw4cM4ceIEpk2b5u9LISIiIh+pdFrzDLDjNjF4Jofnn38ey5Ytg9XKtRyecuWVVyI9PR0//fSTvy/lgrNq1SrccMMN6NGjh78vBYA0o/uVV16p02meiIiIAlftNc+c9Uz8T5AAAMnJyfj111/9fRkBR+4kTs0zb948f1+CC1ZlEBERBZ86wXM1k0zBjplnIiIiIiKiWgy1y7aZeQ56DJ6JiIiIiIhqMZhrZ54ZPAe7gA6eL9BG4kRE1AbxbwoRUXCR5zqrVNLH5UaWbQe7gFzzrNVqoVKpUFJSgujoaGg0GqjkZz0REVEzCCFgs9lQXl4OlUrFxnFEREGiyhE8J0bqkF9hYuaZAjN4VqlUSExMRGlpKUpKSvx9OUREFABCQ0MRHx/PF2OJiIKEPKoqNUYvBc9c8xz0AjJ4BqTsc3x8POx2O+x2u78vh4iILmBqtRpqtZqBMxFREJG7bafGhGHvmTJ226bADZ4BKQOt0Wig0Wj8fSlERERERHQBqXI0DEuN1QNgt20K8IZhRERERERELVGpZJ4dwTPXPAc9Bs9ERERERES1GJQ1z2EA2G2bGDwTERERERHVIa95TnOUbVearLDa2EspmDF4JiIiIiIiciKEgMGx5jnFkXkGakq5KTgxeCYiIiIiInJitNhhF9LtmLAQhIdKDYjZcTu4MXgmIiIiIiJy4pxhDg/RIFofAoAdt4Mdg2ciIiIiIiIn8piqiFAN1GoVosOkCb/suB3cGDwTERERERE5kTPP4TopaGbmmQAGz0RERERERC7kMVWRcvAc5gieueY5qDF4JiIiIiIiciJ32o7QSY3CovWOsm1mnoMag2ciIiIiIiIn8ozn8NDamWcGz8GMwTMREREREZETOXiOrLPmmWXbwYzBMxERERERkZNKx5rnCGXNM7ttE4NnIiIiIiIiF1VK5lle88xu28TgmYiIiIiIyEWlub41zyzbDmYMnomIiIiIiJzIa54jOOeZnDB4JiIiIiIiclKlzHl2lG1zzTOBwTMREREREZGLytqjqthtm8DgmYiIiIiIyIXBXGtUlWPNc6XJCqvN7rfrIv9i8ExEREREROSk9qiqKL3WaRuzz8GqxcGz2WxGnz59sGHDBuW+7777DgMHDkRkZCQuv/xy7Nq1q8FjvPfee8jIyEB4eDgmTZqEvLy8ll4OERERERGRR8ijqiJCpTXPIRo1wh232XE7eLUoeDaZTJgxYwaysrKU+44fP47Jkydj7ty5OHToEP70pz9h/PjxKC4udnuM7du34/bbb8dLL72Effv2wWw2Y9asWS37LIiIiIiIiDykdrdtgB23qQXB86FDhzB06FAcO3bM5f7Tp0/jjjvuwL333ouOHTvigQcegNVqxaZNm9weZ9myZZg2bRquv/56dOvWDStXrsQPP/yAEydOtOwzISIiIiIi8oBKd8EzO24HvWYHzxs3bsTYsWOxefNml/vHjBmDf//73wAAu92OVatWobS0FDExMW6Ps23bNowcOVL5uFOnTkhPT8f27dube0lEREREREQeIYRAlVkeVcXMM9XQNr6Lq/nz5ze4/fjx47joootgNBoxZ84cjB492u1+Z86cQXp6ust9aWlpyM3Ndbu/yWSCyWRSPi4vL2/mlRMRERERETXMZLXDahcAgHDHnGegpuM21zwHL493205MTMSOHTvw+uuv4/jx4zh37pzb/YxGI3Q6nct9Op0O1dXVbvd/5plnEBMTo7x16NDB05dORERERERBzuDUTTsi1Dnz7CjbZuY5aHk8eI6Ojka/fv1w6623YsCAAVi4cKHb/fR6PYxGo8t9JpMJYWFhbvdfuHAhysrKlLfTp097+tKJiIiIiCjIGRxjqsJCNNCoVcr9NZlnBs/BymPB88GDB+usg+7Vq1e946rS09PrZKVzc3PrlHLLdDodoqOjXd6IiIiIiIg8yWCWm4VpXO6vWfPMsu1g5bHged26dZg3b57Lfbt27ULHjh3d7j906FCXTtwnT55Ebm4uhg4d6qlLIiIiIiIiahZ3Y6qA+rttGy025BQZfHNx5FceC55vvvlm5ObmYtGiRTh58iSWL1+Od999F3/5y18AABaLBYWFhbDb7QCAefPmYfXq1fj4449x4sQJ3HXXXRg/fjw6d+7sqUsiIiIiIiJqFmVMVWit4Lmebtt//WgvRj+/AXtPl/rk+sh/PBY8p6Wl4bvvvsN3332Hfv36YcWKFfjoo49w1VVXAQC2bNmCxMREnDp1CgAwfPhwLFu2DH/5y1/Qt29fhISE4O233/bU5RARERERETWbuzFVgPtu21abHZm/5wMAjuZX+ugKyV+aParKmRDC5ePLLrsM27Ztc7vvmDFj6uw/d+5czJ07tzWXQERERERE5DFy5jm8njXPZU5l24fOlcPgCLZLq8w+ukLyF4932yYiIiIiIrpQNbrm2alse8fJYuU2u3AHPgbPREREREREDkrZdn1rnqvdB89lDJ4DXqvKtomIiIiIiAJJvWXbjjXPBrMNVpsdapUKO7MZPAcTBs9EREREREQOctl27YZhUfqajyuMVhRUmlBSVRMwlzJ4Dngs2yYiIiIiInKorGfNc4hGjfBQKRtdbrRgu6NkW6NWAWDmORgweCYiIiIiInKoMklrnmsHz4DzumcrdjqC58s6twPA4DkYMHgmIiIiIiJyMJgdmedQTZ1tcsftsmqL0ixsXJ9k6b4qBs+BjsEzERERERGRQ31l20BN5vng2TKcLzciRKPCmJ5JAKSAWgjhuwsln2PwTERERERE5CCXbdduGAbUdNz+KSsfANC/fSxSovUAAKtdKGOuKDAxeCYiIiIiInJQRlW5K9t2dNzelSOVbF+a0Q76EDVCNVJYxY7bgY3BMxERERERkYO85rmhzLPdUZ19Wed2UKlUyv1c9xzYGDwTERERERE5GJqw5hkAVCpgcEYcACA23BE8M/Mc0Bg8ExERERERATBb7bDYpLRyRKi7zHPNfX1So5VgOiaMwXMwYPBMRERERESEmqwzAETo3K15rsk8X5rRTrldEzybvXh15G8MnomIiIiIiFDTLEynVUOrqRsqyWubAWm9s4yZ5+DA4JmIiIiIiAhQRk25axYG1Mo8M3gOOu6fFUREREREREFGGVPlpmQbADrFh0OlAvqlxyAhUqfcLwfPpey2HdAYPBMREREREcGp07abZmEA0KFdOL67fxTiI0Jd7mfmOTgweCYiIiIiIkJN8Fxf2TYA9EiOqnMfR1UFB655JiIiIiIiAmBwrHkObyB4dkfOPJczeA5oDJ6JiIiIiIjgnHl2v+a5PsqaZwbPAY3BMxEREREREWoahtW35rk+XPMcHBg8ExERERERAagyO4Ln5pZth9eUbdvtwuPXRW0Dg2ciIiIiIiIABpO05jmihWXbdgFUOLLXFHgYPBMREREREcGpbLuZmWedVgN9iBRasWlY4GLwTEREREREhJqy7YZGVdUnNkya/cx1z4GLwTMRERERERGASkfZdngzG4YBTh23qxg8ByoGz0RERERERGj5qCqAHbeDAYNnIiIiIiIi1ATPzV3zDADRDJ4DHoNnIiIiIiIiAAbHmueWlG3HhjN4DnQMnomIiIiIiFAzqqolDcOUNc/VZo9eE7UdDJ6JiIiIiIjgPKqq5WueOaoqcDF4JiIiIiKioGex2WG22gG0cFQVy7YDHoNnIiIiIiIKelWOkm2Ao6rIPQbPREREREQU9CpMUtAbqlEjVNv8MIndtgMfg2ciIiIiIgp6+RUmAEBilK5Fj+ec58DH4JmIiIiIiILeuVIjACAlRt+ix8cyeA54DJ6JiIiIiCjonSurBgCktjB4ljPPFUYrbHbhseuitoPBMxERERERBb2zjsxzWmxYix4vr3kGOK4qUDF4JiIiIiKioNfazHOIRo2IUGk+NEu3AxODZyIiIiIiCnrnyqTMc2pMyzLPABAbHgoAKGXwHJAYPBMRERERUdCTM89psS3LPAMcVxXoGDwTEREREVFQs9jsyqiqlnbbBoCYMC0ABs+BisEzEREREREFtbxyI4QAQjQqJES0bM4zAMSGSWXbZVVmT10atSEMnomIiIiIKKjJ651TYvRQq1UtPk4My7YDGoNnIiIiIiIKap5oFgYAMeEMngMZg2ciIiIiIgpq50odzcJasd4ZYOY50DF4JiIiIiKioFZTtt3KzLMjeC6tYvAciBg8ExERERFRUDtb2voxVQAzz4GOwTMREREREQW8bSeKsO1EkdttHlvzzOA5oDF4JiIiIiKigGa02DD7zR2YtWoHyo11A9tzZVLmObWVa55j2TAsoDF4JiIiIiKigFZQYYLRYofZasfv5ypctpmsNhRWSnOZ02KZeab6MXgmIiIiIqKAll9hUm4fOlvmsi2vTNqm06oR58gct5QcPFeZbbDY7K06FrU9DJ6JiIiIiCigFTgHz+fKXbaddSrZVqlUrTpPlL4m+Gb2OfAweCYiIiIiooBWUFl/8Fyz3rl1JdsAoFGrEK3XAuC4qkDE4JmIiIiIiAKac+b5yPlKl5Lqs6WOTtutHFMli2HTsIDF4JmIiIiIiAKac/BsttlxvKBS+fi8Y0xVmgcyz0DNuudyBs8Bh8EzEREREREFNOfgGQAOna0p3VbKtj2UeY4NCwUAlFabPXI8ajsYPBMRERERUUCT1zynO0ZROQfPStl2K2c8y5RxVVzzHHAYPBMRERERUUArdGSeR/VIBODaNMyTDcMAIFqZ9Wz1yPGo7WDwTEREREREAUsIoZRtj3YKnoUQqDbbUOLIEHt6zTPLtgOP1t8XQERERERE5C3l1VaYHd21L+8WD61ahdIqC86VGWG02AAA4aEaRId5JjSKZbftgMXMMxERERERBayCSmlNc7Rei2h9CLolRQKQ1j3LnbZTY/RQqVQeOR+7bQcuBs9ERERERBSw8h0l24lROgBAn9RoAFLp9ll5TFWsZ0q2ASDWETwXG1i2HWgYPBMRERERUcAqqB08pzmC57PlOFcqNQtLifZMp20A6BgfDgA4ll8JIYTHjkv+x+CZiIiIiIgCVk3wLAXI7jLPqR7MPHdPikKIRoVyoxW5juCcAgODZyIiIiIiCljyjOfESCnz3NsRPJ8qrsLRvAoAQJqHZjwDQKhWjW5JUQBc50nThY/BMxERERERBazaZdtxEaFKsLz7VAkAz2aeAdfsNgUOBs9ERERERBSwagfPQM26Z7tjSbInM8/Ox2fmObAweCYiIiIiooDlNnh2ZIZlzDxTUzB4JiIiIiKigFVYa80zUJMZBoAonRaROq1HzykHz2dKqlHWxHnPp4urcCC3zKPXQZ7F4JmIiIiIiAKS1WZHkWPesmvmOUa5nRrr2ZJtAIgJD0G6I5ud1cTs802vb8OUZVtw3tEBnNoeBs9ERERERBSQig1mCAGoVUC7iFDl/vZxYYhyZJtTYzxbsi1rzrrnYoMZp4urYbEJ7Dld6pXrodZj8ExERERERAEp37HeOT5SB41apdyvVquUkVVpXsg8A81b93yioFK5zXXSbReDZyIiIiIiCki1Zzw7uyQjDgDQIznKK+fu24zM84kCg3KbHbrbLs+ujCciIiIiImoj3HXalt19RTdc1iUeQ7u088q55bLto/kVMFvtCNXWn7c87pR5buoaafI9Zp6JiIiIiCggNRQ8h4dqMbpHInRajVfOnR4bhmi9FhabwLH8ygb3Pe6Uec4trUZpldkr10Stw+CZiIiIiIgCUkPBs7epVKqapmGNZJNPFLoG11z33DYxeCYiIiIiooDU0JpnX5BHYjW0jtlis+NUURUAoH/7xvcn/2HwTEREREREAcmfmWfAaVzVubJ69zlVXAWrXSAsRIOxPZMc+zN4bosYPBMRERERUUAq9HfwnFrTcVsI4XYfudN2l8QIXJTOzHNbxuCZiIiIiIgCkr8zz92SIhGiUaHcaEVuabXbfeQZz10SI5VM9bH8SpisNp9dJzUNg2ciIiIiIgo41WYbKkxWAP4LnkO1anRPkuZI15dNVjLPCRFIi9EjJiwEVrvA0byGO3ST7zF4JiIiIiKigFPoaBam06oRpdP67Toa67h9XMk8R0gdulOb1qGbfI/BMxERERERBZx8p5JtlUrlt+twXvfszolCKfPcNTFS2j+t4f3Jfxg8ExERERFRwPH3emdZQ5nn0iozig1mAFLmGQAzz20Yg2ciIiIiIgo4/p7xLOvtCIbPlFSjrNrisu24Y71zaowe4aFSabkcbGc10KGb/IPBMxERERERBZy2knmOCQtBh3ZhAIDdOSUu2+T1znLJtnw7VKNGhcmKMyXuO3STfzB4JiIiIiKigNNWgmcAGNszCQDw1f5zLvc7z3iWhWrV6J4sBdMHue65TWHwTEREREREAactBc8T+qUCAL47eB5mq125X5nxnBDhsj/XPbdNDJ6JiIiIiCjgtJU1zwBwaUY7JEXpUGG0YtPRAuX+mjFVkS77s+N228TgmYiIiIiIAk5hG8o8q9UqXOvIPn+1TyrdttrsOFVcBQDomlQreHZknrOYeW5TGDwTEREREVFAEUK0qbJtAJjYXwqevz+UB6PFhtMl1bDYBPQhaqRG61327e3IPOeWVqO0yuzzayX3GDwTEREREVFAKa+2wmyT1hYntIGybQAY1DEOqTF6VJqs2HikQFnv3DkhEmq1ymXfaH1Nh26ue247GDwTEREREVFAKag0AgCi9VroQzR+vhqJc+n2un3nnNY7R7jdX2kaxnXPbQaDZyIiIiIiCij5baxkWyaXbv+YlacExV1rNQuT9XYEz7+fr/DNxVGjGDwTEREREVFAaWvrnWUDO8QiPTYMVWYbvt5/HgDQtZ7Mc2fH+KqcIoPPro8axuCZiIiIiIgCSk3wrG9kT99SqVRK9llek90lwX3mOSNeCp6zi6p8c3HUKAbPREREREQUUIoNUofq+IhQP19JXRMcwbOsvjXPcvBcUGGCwWT1+nVR4xg8ExERERFRQCmttgAAYsJC/HwldfVLj0HHduEAgJRoPSJ0Wrf7xYSHIDZcuv4cZp/bBAbPREREREQUUMracPCsUqmU7HPXJPdZZ5mcfea657bB/cscREREREREF6hyR/AsZ27bmttHdsH5MiNuvLRDg/tlxIdjz+lSrntuIxg8ExERERFRQCmtaruZZwBoFxGKl6cNbHS/Tsw8tyks2yYiIiIiooDSlsu2myMjQVobnc3guU1g8ExERERERAGlrI2XbTdVTeaZZdttAYNnIiIiIiIKGHa7QLlRCp6jL/TMsyN4PldmhNFi8/PVEINnIiIiIiIKGBVGK4SQbl/oZdtx4SGI0kttqk4VM/vsbwyeiYiIiIgoYMgl22EhGui0Gj9fTeuoVCol+5xdyHXP/sbgmYiIiIiIAkagNAuTdYqXmoZx3bP/MXgmIiIiIqKAUVptBhA4wbOSeWbHbb9j8ExERERERAGDmWfyFgbPREREREQUMJTg+QIfUyXLSGDmua1g8ExERERERAGjtCowM89nS6thsnJclT8xeCYiIiIiooBRHmBl24mROoSHamAXwJmSan9fTlBj8ExERERERAFDLtuODZDgWaVSoZOjaVgOS7f9isEzEREREREFjEBb8wwAGY7S7exC16ZhBpMVH+06DYPJ6o/LCjpaf18AERERERGRpwTammcA9Wae//H5AXyyOxdFBjPmj+7qj0sLKsw8ExERERFRwAi0UVWAU+bZaVxVQYUJ6/aeA8Bybl9h8ExERERERAEjEINnd5nnD3eegtlmByAF0uR9LNsmIiIiIqKAEYjBc0aClHk+U1INi80OFYD3tp1StjN49o0WZ57NZjP69OmDDRs2KPdlZmbi0ksvRWRkJPr3749169bV+/iKigqoVCqXt4SEhJZeDhERERERBTmrzY5KR/OsQAqek6P00GnVsNoFzpZW44dDeThfboRaJW1n8OwbLQqeTSYTZsyYgaysLOW+Y8eOYeLEiZgxYwYOHDiABQsW4Prrr8f+/fvdHuPQoUOIjY1FQUGB8nbkyJGWfRZERERERBT0yo01XacDKXhWq1Xo5LTu+e2t2QCAyRenAwAKKk0QQvjr8oJGs4PnQ4cOYejQoTh27JjL/atXr8Yll1yC+++/HxkZGViwYAHGjBmDDz/80O1xsrKy0L17dyQkJChv7dq1a9lnQUREREREQU8u2Y7UaaHVBFZ7J3nd8/cHz2PbiWJo1Crcd2V3AIDFJpQu4+Q9zX5Gbdy4EWPHjsXmzZtd7p82bRpefPFFl/tUKhUMBved3w4dOoTu3bs3+bwmkwnl5eUub0RERERERLLSKjOAwMo6y+SO2x/sPA0AuKpPMjrFRyDWMc+6oJKl297W7OB5/vz5eOmllxAREeFyf48ePXDJJZcoH2dlZSEzMxNXXHGF2+NkZWWhqKgIo0ePRqdOnXDzzTcjLy+v3vM+88wziImJUd46dOjQ3EsnIiIiIqIAFojNwmRy5tlml8qzZw3LAAAkRuoAcN2zL3illiE/Px+TJ0/G4MGDMXHiRLf7/P777ygtLcWSJUvw4Ycf4syZM5gwYQJsNpvb/RcuXIiysjLl7fTp0964dCIiIiIiukAFcvCcEV+TvOyRHImhXaQlr4lRDJ59xeOjqoqLizFu3DgYjUasXbsWKpXK7X4HDhwAAOh00jd7zZo1SElJwfbt23H55ZfX2V+n0yn7EhERERER1RbIwbPcMAwQuKs/oNrzP+DUNjxaegQvqkegoKK3x85VVGnCrFU7MOXidNw2sovHjnuh82jwnJ+fjyuvvBIVFRVYv3490tPT6923diCcmJiI+Ph4nD171pOXREREREREQaKsKoCC5/P7ga2vAtUlgM2M9lYzvoooRLrtLGI31fR/6gPgjdDt+PVANjDsVSAkrNWn3nK8CAfPlsNmFwyenXgseDYajbj22mtRXV2NzZs3o3379vXuW1VVhfT0dKxZswbjxo0DAJw5cwaFhYXo3dtzr5gQEREREVHwkDPPchOtC5LdBmxdCvz0BGCv6aCtAtBX/kCjA9IHAR0uw4Hss7godw0G538MrDwE3PA6kHJRqy7hXGk1AKC8mh28nXkseP73v/+NAwcOYMOGDdDr9SgsLAQA6PV6REZGwmQyoaKiAgkJCQgPD8fYsWPx0EMPYdWqVdBqtbjnnnswceJE9O3bt5EzERERERER1SUHz9EXaua59DTw2QIge5P0cc8JQM9rAE1ozVtUCpDSH9CGAgCO7D6DZ092wX/0KxBbkAX89wpg3OPAkHmAumUtrs6VGQHUfD1J4rGGYWvXroXJZMKwYcOQmJiovN19990ApDnQiYmJyv6rVq3CJZdcgquvvhojRoxAx44d8c4773jqcoiIiIiIKMiUXshrng99ASwfLgXOIRHAH/8D3Pg/YNAsYMCNwEXXA70nAu0vUQJnQGoYtsneH3dEvAJ0vxqwmYBv/w9461qg8FiLLuWsI/NsMNtgtdk98ukFglYFz0IIjBkzBgCwc+dOCCHqvL311lsAgNmzZ0MIoTw2NjYWr7/+OgoKClBeXo53330XsbGxrbkcIiIiIiIKYhds2XbOL8DaOYCpDEi/BJi/SQqa62m+7Ezutn2sKgy46UNgwotAaCRwaivw2nBgy78Bm7VZlyNnngGg3Ni8xzrLrzBiyZeHsPloYb377DhZjMVfHESuI2BvyzzebZuIiIiIiMgfyi/EzHPFeeCj2YDdCvSdAlz/X0DT9OuX5zwXG8yw2AVCLr0N6H4V8OV9wPH1wA+PAfvWAEl9AK1Oaiim1QNdxgDdrnR7TJfgudqCdhGhbvdrzEe7zmDVlpNYteUkxl+Ugr9P6I32cVLX8LxyI57+Oguf75EaRgsh8Ph1rVur7W0MnomIiIiIKCCUXmjdtm0WKXCuzJOC2+tebVbgDABx4aHQqFWw2QWKKs1IidEDsR2BmZ8Ae/4HfPsIkHdAenP2yyvARX8Cxj8LRCQod5usNhRW1syMbs2653NlNdnkbw6cR+bhfCwY3Q26EDX+89NRGMw2Zfv2k8UtPo+vMHgmIiIiIqKAoJRth7UsU+pz3/9DKq/WRQPT3gNCI5p9CLVahYTIUOSVm1BQYZKCZ0Aq+b54JtDtD8DhbwCzAbBWw2Ssxvodv+Fq6waoD6yVstPjnwX6TQVUKuTn5WGIKgtd1Wexzd6nVcFzXrkUhM++PANZ58qx/WQxXv7xiLJ9UMdY3HNld8x5cycO51WgrMqCmDZccs/gmYiIiIiILngmqw3VFimTeUFknvevBbYvl25PeQ2I79riQyVG6aTgudIIIMZ1Y1QKcMkc5cNffs/HgvU7MST0D/gw9X9Q5R0EPrldykRXlaBD+RmskSrBUSiisbeoP4BEtER+hRQ8X941Hosm9cG6fefwzNdZsNgF/u+aXphycTrUahW6JETgRKEBu3KKcWXv5BadyxcYPBMRERER0QVPzpCqVECUvo2HOdmbgS/ukW6PfBDoNaFVh5PXPRdUmBrZEzheUAkA2GHOQMH075C07zXg5+eA8/uVfc6IBKggkK4qwuAt84GLMwF9TH2HrFd+ubR2OjlaD5VKhUkD0nBtv1QIIaDV1PSuHtK5HU4UGrDjZNsOnj02qoqIiIiIiMhf5GZhUTot1OrGu1T7hRDAL/8B3v4jYKkCuowFxv691YeVO243LXg2KLdzSi3AqIeAO7dJ663nfIPXh2/ACNMruN70OM6LOMRWHgfW3CKtz24Gu10o15MUrVPu16hVLoEzIAXPQNtf98zgmYiIiIiILng1Y6ra6HpnUwXw0S3A948Cwgb0nybNcVZrWn3o5gTPJxyZZwDILnQE0vFdpfXRnS5HjkEqec9DO9xqfghmtR44kQl8/ZAU/DdRcZUZVruASgUkROoa3FcOng/klqHK3PLRWN7G4JmIiIiIiC54ZW15TFXBEeC/VwCHPgfUIcC1LwBTVrSoQZg7Stl2ZTMzz0VVdbbLHbKTo3U4KDLwQYfFAFTAr28C25Y1+ZryHc3C4iNCEaJpOOxsHxeOtBg9rHaB306VNvkcvsbgmYiIiIiILnhtdkxV8UngrWuBwiNAVBow52tgyO3S4mwPSYySOmw3lnkuN1pcxlBlFxnq7HO2VFqn3DMlGgCwXXcZcPVT0sbv/g5seqlJGei8CqPLtTXmQijdZvBMREREREQXPCXz3JZGHRmKgPduAAwFQEo/YN5GoMMQj5+mqWXbJwpcg+WGMs+9U6IAONaSD70TGHoXAAH89Djw8W2Aue5jnRU4Ms/J0Q2XbMuGdI4HAOw4WdSk/f2BwTMREREREV3w2lzZtqUaWH0jUHwciOkAzFgLRLZs5FNjmh48S+ud5TXI2UUGCKcsstFiQ4kjg9/TETyXVVukLPk1TwMTXgLUWuDAWuDNa4CyM/WeK9+ReU6KaiR4FgIwlmNIRhwA4LdTpTBZbQ0/xk/aeA93IiIiIiKixrWpsm27TZqdfGaHNOJpxlpp3rKXyMGzwWyDwWRFhM59mCePqRrVIwGf7M5FhdGKkioL2kVITdbOlUkBb3ioBu3jwgHUdDEHAFx6K5DYE1gzCzi3F1g5BrjhDaDL6DrnynNknpNql20LARSfAHK2ANlbpLFd5WfQVRuGH/UJOGlLROkn3yO5Uy9g0C1ASNPKvn2BwTMREREREV3w5CAvti0Ez9/9Hcj6EtCEAjeuBpJ6efV0EaEahIVoUG2xobDSVG/wLJdt902LwdbjRThXZkR2kaEmeC6VSrZTY/TKixBl1bVGVGWMAO7YAKy+CcjbD7zzR2DQLGDcEiAsTtlNzjy3D7cAJzYAub8CZ34FcncBlXl1rk1lrUY3nEY3zWng0G7gdy1wya2t+bJ4HINnIiIiIiK64LWZsu1DnwPbl0u3Jy8HMoZ7/ZQqlQqJUTqcKq5CQYUJneLdd/GWg+cuiRHIiI/AuTIjcooMGNRRCnrPOjLPabFhytex3GiFEAIq5wZnsR2BW78Dvv8HsOsNYPc7wOFvgWufB/pcB5zfj5Hn3sbtodsw+KdjAOyuF6IJBdIHA52GS8F42sVAVRG+27wNm3bsxPD4CozvHgVo2la42rauhoiIiIiIqAXaRPBsMUpznAFgxANAvz/57NTOwbM7NrvASUd37a4JkchICMfWE0XILqxp/OWceY4O0yqPM5htiKydzQ6NACa+BPSbCnx5r9RN/KNbAH0sYCzFTKCmw1ZMR6D9YCD9EqD9JUDqACAkzPV4YbFIvyQB722NxedlWlw14Sq0fgK2ZzF4JiIiIiIirzNb7fjLh3swrGs8Zg7t5PHjl7aF4HnbMqD0lDSSatRffXrqxmY955ZUw2y1I1SrRnpcmJKdznEaVyVnnlNjwhAWokGIRgWLTaCs2lI3eJZ1GgbM3wxselEaY2UshQgJx3pTL/xkuxj3zluAlI7dm/Q59E6NRpROiwqTFVnnynFRekxTP32fYLdtIiIiIiLyur1nSvHV/nNYvuG4V47v91FVFXlSAAkAf1gsZWZ9qLGO28cLpWZhneMjoFGrkBEvNQTLdhpXdb6sJvOsUqlqSrdrr3uuTasDxj4C3LsbmP01Su4+jFvNf8X7tivRLq1rkz8HjVqFwY6u2zva4LxnBs9EREREROR1lUYrAKCw0uQyHskThBD+L9te/wRgrpTW8vab6vPTNxY8O693BuA28yx3206NlUqqo/X1NA2rT2xHIGM48qUYHO0iQhGqbV7IOaRzOwAMnomIiIiIKEgZzFLwbLLaUW3x7Bxfo8UOs1VqSuWX4PncXuC396Tb1/wTUPs+zGo08+wYU9U1MRIA0MmReS6psqDMMebrrGPNc1qMNB4quqmZ51pqxlQ1MuPZjcscwfPO7GKPv8jSWgyeiYiIiIjI6wwmq3K7qNLs0WPLmVGNWlX/2lxvEQL49hEAArjoT0CHIb49v0Nja55POIJnOfMcHqpVgtucYgMMJivKHdUBcua53nFVjcgvlzLYSdHNn9HcLz0W4aEapMToUVLVvPN6GxuGERERERGR1xlMNdnmkiozOrQL99ixnUu2XUYq+ULWF0DOZkAbBox73LfndtL0su1I5b6M+AjkV5iQXVSF8FCpt3WUXqu8ABHd0uC5ouWZ51CtGr8+Og5hoW2t1zYzz0RERERE5ANVZqfMs8E7mWe/lGxvfll6f/k9QEx735/fQQ6eCytNsNtdy50rjBYloJUzz0BN6XZOoaFmvXNMTbY4xjGuSs5IN5WceU6Obn7wDKBNBs4Ag2ciIiIiIvKBSufMs4eD59Iq6XjRvg6ey88CZ38DoAKG3O7bc9cSHxkKAMpoKWdy1jkxSqc0AQOAjAQpkD5ZZMC50poxVTJ535aveW5+2XZbxuCZiIiIiIi8zjnzXOylzHOsr4PnI99K79tfAkQm+fbctei0GsQ6xnTVXvd8wjGmqkuC6/gsJfNcVIWzjjFVabHOmeeWlm071jy3oGy7LWPwTEREREREXue85jlgyrYPfyO97znet+eth9I0rNa65+P5ddc7A9KaZ0AaV+Uu89zkOc+1KGueW9AwrC1j8ExERERERF7n3G3b02XbfgmeTZXAiZ+l2z2v9d15G1Bf0zA589w10TXz3NGReS6sNONofgUA1zXPLWkYJoRAfitGVbVlDJ6JiIiIiMjrDD5oGCaXLfvEiUzAZgLiMoDEXr47bwPqDZ4da5671so8R+tDEB8hrZXed6YMQD2ZZ2PTg+eyagvMNmnmdlILG4a1VQyeiYiIiIjI66rM3msY5pfM82HHeuee1wK+Ho9VD3eznm12gZOFctl2RJ3HyOuerY4O3amtXPMsNwuLDQ+BTts2u2a3FINnIiIiIiLyOueybW81DPNZt227raZZWBtZ7wy4zzyfLa2GyWpHqEaN9nF1Z2vL655laW66bTcneJabhSUHWKdtgMEzERERERH5gDfLtkurfNxt+8wuoKoQ0MUAHYf55pxNIJdJOwfPxwuk9c4ZCeHQqOtmyDs5Bc+x4SEuM5blzLPRYofJaqvzWHeUMVUBVrINMHgmIiIiIiIfqHLqtl1WbYHVsS7WE8p9XbZ9+GvpffdxgMbHHb4bkBgpZXudg2d5vXOXhEi3j8lIqMlGO693BoBIvVa5XV5tRVPImefEAGsWBgDaxnchIiIiIiJqnUqTa/BVUmXxSIAlhEBxlZTJjvFVw7A2NqJKJn89D+dVoPvfpQBfXsvcNanuemfANfPs3GkbADRqFaL0WlQYrSirbtr3S+60nRxgY6oAZp6JiIiIiMjLrDY7TFYp0yyXDpdUeaZ0+4u9Z1FaZUF4qMbtml6PKzoOFB4G1Fqg2x+8f75m6BQfjvRYKXtssQlYbAJCAFq1CiO7J7p9TEa8c+a5bsDb3I7bcuY50MZUAcw8ExERERGRlxmcOm2nxepxurgaRZVmILl1xzVabHju28MAgAWjuyJS54PwRm4U1mk4EBbr/fM1gz5Eg/V/HV2nIVuETqs0/6otNjwUMWEhKKu2IC02rM526XHVTW4aFsiZZwbPRERERETkVVWOZmFatQop0VLw7InM8xubTyK3tBqpMXrcNrJLq4/XJG20ZFum02rqrF1uTEZCBPaeLkVabAOZ5yYGz3nMPBMREREREbWMwdEsLEKnRbuIUACt77hdUGHCssxjAICHr+np0iXaa6qKgZxfpNs9rvH++Xzk/iu744u9Z/GH3nVLAZoTPAshlMxzUgCOqmLwTEREREREXiXPeI4I1SjBc3Fl64Lnl344AoPZhgHtY3DdgPRWX2OTHPsREDYgqQ/QrrNvzukDY3slYWyvJLfbosOkkLEpZdvl1VZlbTtHVRERERERETWTPOM53Cnz3Jqy7d/Pl+PDnacAAI9O7AO1m/nFXtHGS7a9oaZhWOOjquRmYdF6LfQhPqgE8DEGz0RERERE5FVVTmXbceGtK9sWQuCpr7JgF8C1/VJwaUY7j11ng6xmKfMMAD2v9c052wC50VhZVeOZ57wAbhYGMHgmIiIiIiIvkzPPEaEaxEc6Ms8tDJ7X7TuHTUcLEapR42/X9PLYNTYqZwtgKgcikoC0Qb47r5/Js7ObMqpKGVMVgCXbAINnIiIiIiLyMteGYVJg1ZLM874zpXho7V4AwO2jOqNTfITnLrIxcsl2j6sBdfCEUXLZdlPWPOdXODLPAdgsDGDwTEREREREXlbllHluF96yzPO5smrc9vYuGC12jO2ZiAfG9fT4ddZLCKf1zsFTsg04lW03IXjOK5cyz4nMPBMRERERETVfpcmpYZijbLvYYIYQokmPN5isuPWtXcivMKFnchRemX4xNL5qEgYA+YeAslOAVg90GeO787YB0WHNKdsO3DFVAINnIiIiIiLysiqzVLYdqdMqmWezza4E1Q2x2QXu+2APDp0rR0JkKF6/5RJEObKhPnP4a+l9l7FAaLhvz+1nStl2ExqG5Tsyz8nMPBMRERERETWfPOc5PFSDsFANwhxjjEoMjQdk//7pKH7MykOoVo0VN1+CDu38ELwG4YgqmTznucJkhd1ef6WAEALnHcEzM89EREREREQtIAfPEaFSICbPei4ymBp97Me/ngEAPHFdXwzuFOelK2xAxXkg91fpdo+rfX9+P5PXPAshBdD1eX3TSZwuroZGrULnBB82cvMhBs9ERERERORVBnNNt22gJnguqWq8aVixo7HY0C7xXrq6Rhz5VnqfPhiISvHPNfiRPkQDnVYKG8vraRr2w6E8PP1NFgDg0Qm9kRjFsm0iIiIiIqJmU7pt66RybSXzXNlw8Gy02FBtkQLv2LBQL15hAw47gucgLNmWNTSu6uDZMtz3wW8QApg5tCNmX57h46vzHQbPRERERETkVZWOOc/htcq2ixsZVyUHa2oVEKXXevEK62GuAk5kSreDbESVMzl4rp15zi834ra3d6HKbMPI7glYNKkvVCofdkH3MQbPRERERETkVVUm95nn4kbKtuWy7tjwUKh9OZpKdmIDYDUCsR2BpD6+P38bEe0m82y02HD7O7twrsyIrokRWHrTIIRoAju8DOzPjoiIiIiI/E4eVVW7YVhxI2Xbcjfu2HAfj6aSyeude4wHAjij2pgYN7OeP9hxCnvPlCEuPASrZl+q7BPIGDwTEREREZFXVdaTeW6sYVhZtbQ9LtxP653lLttdRvvn/G2EuzXP6/adAwDcc0V3dIoPzO7atTF4JiIiIiIir6ppGFZ7VFVjZduOzLM/spoWI5AvdZBG6kDfn78NiXasN5eD57Ol1diVUwKVCri2X6o/L82nGDwTEREREZHXmK12WGwCQN2GYSWNBs81a559Lu8gIGxAeAIQneb787chNQ3DpBdBvt4vZZ0v7dQOKTF6v12XrzF4JiIiIiIirzE4SrYBICK01qiqRoLnUkfmOc4fa57P7ZHepw0M6vXOQN2GYXLJ9oT+wZN1Bhg8ExERERGRFxkcJds6rRpaRzfmdo5McoXRCrPVXu9j5cx0XIQfMs/n9krvUwf4/txtTLRTw7DTxVXYc7oUKhUwvl+Kn6/Mtxg8ExERERGR1yidtnU1c5pjwkKgcYyeKm2gaVhptR+7bcuZZwbPLg3DvjkgZZ0v69wOSVHBU7INMHgmIiIiIiIvkjtthztKtgFArVYppdgNlW7LgXVsmI8zz1YzkHdIuh3kzcIAIFpfEzzLJdsT+wffOnBt47sQERERERG1TJVJyjxH6lxDj7jwUBRWmhtsGlbirzXPBVmA3QLoY4HYjr49dxskZ57PlFTDbLVDrQKuuSi4SrYBZp6JiIiIiMiL3GWegaY1DSv1V7fts3uk96kDgr5ZGADEOF68kNenD+saj4RInT8vyS8YPBMRERERkdfUnvEsU8ZV1bPmWQhR0207wseZZ7lZWNpA3563jZLnPMuCsWQbYPBMREREREReZJAbhoW6D56LKt0Hz5UmK6x2aT50nK8zz+y07SJSp4Wjvxs0ahWu7ht8JdsAg2ciIiIiIvIiec5zuM592XZxPWXbctZZp1VDH6Jxu49X2KxA3gHpNpuFAQBUKpUyrmp4twTlexdsGDwTEREREZHXVDmC5/oyz8X1lG3L5dw+zzoXHgasRkAXDcR19u252zB5NvfEfql+vhL/YbdtIiIiIiLyGoObOc+AU/BcT9m23Gnb5zOe5WZhKf0BNXONsvvH9cDW40X448DgXO8MMHgmIiIiIiIvMiiZZ/dl2/U1DCv1V+aZzcLc+uOANPxxQPAGzgDLtomIiIiIyIvkzHN4PZnn+kZV+b3TNpuFUS0MnomIiIiIyGvkNc+R9TQMKzGYIYSo8zg5Ix0T5sPMs90GnN8n3WbwTLUweCYiIiIiIq+plLtt19MwzGoXKDda6zxOyTz7cs1z0THAUgWERADx3Xx3XrogMHgmIiIiIiKvqVIahrlmnnVaDSIdpdzuxlX5pdu2XLKd0g9Q+3A8Fl0QGDwTEREREZHXGMzuR1UBNeuZ3QXPpf7oti132mbJNrnB4JmIiIiIiLxG6batqxs8t4vQAQAKK011tvml2zY7bVMDGDwTEREREZHXVJncz3kGgPRYPQAgt6S6zjafz3m229lpmxrE4JmIiIiIiLxCCOFUtl13DXGHuHAAwOmSqjrb5DXPsb7KPBceAcwVgFYPJPT0zTnpgsLgmYiIiIiIvMJoscPumEJVe84zALRv5wiei10zz1abHRWODtw+67Z9IlN633EYoKl7rUQMnomIiIiIyCvkrDMAhIe4yzyHAQDO1Mo8l1VblNsxYT4Kno+vl953u9I356MLDoNnIiIiIiLyCnm9c3ioBmq1qs72Do7M86niKgghlPvl9c7Rei20Gh+ELFYTkL1Zut31Cu+fjy5IDJ6JiIiIiMgrKh2dtsPdjKkCgPTYMKhU0ixo53FVpb5e73xqG2CpAiKTgaQ+vjknXXAYPBMRERERkVdUOcq2I3V1S7YBQB+iQXKU1HH7tFPHbTnz7LP1znLJdtcrAFXdDDkRwOCZiIiIiIi8xGCWy7brb8DVoZ207vl0cc26Z59nnp2DZ6J6MHgmIiIiIiKvMDjKtiPqyTwDNeOqTrkEzz7MPFcWAOf3Sbe7jPH++eiCxeCZiIiIiIi8oiZ4bijzLAXPzh23fTrj+cQG6X1KPyAyyfvnowsWg2ciIiIiIvKKKkfZdkSDZdt1Zz3La55jfZF5Zsk2NRGDZyIiIiIi8oqabtsNlW071jw7ZZ7LqqXMc5y3M89CMHimJmPwTEREREREXiF3225K2XZuSTVsdmnWc4nBR5nn/ENA5XlAGwZ0GOrdc9EFj8EzERERERF5hcHkKNtuoGFYcrQeoRo1rHaBc2VS6ba85tnrmWc565wxAgjRe/dcdMFj8ExERERERF5hUMq26888a9QqpMul2451zzXdtn0UPLNkm5qAwTMREREREXmF3DAssoGybQBoX2vdc023bS+WbVuqgZxfpNsMnqkJGDwTEREREZFXNKVhGODccbsKRosNJqsdgJeD51NbAasRiEoDEnt67zwUMBg8ExERERGRVzSlYRgAdIirCZ7lrLNWrWo0Y90qx36S3ne9AlCpvHceChgMnomIiIiIyCtqGoY1HAR3lDPPJdVOnbZDofJWUCsE8Ps66Xb3cd45BwUcBs9EREREROQVBjnz3GjZtrTm+VRxFUqVTtteLNnOOwiUZANaPdDtD947DwUUBs9EREREROQVcua5oW7bQE3ZdkGFCefKjAC8vN5Zzjp3vQLQRXrvPBRQGDwTEREREZFXyGueG1u7HBseouxz4GyZ4z4vjqnK+lJ632ui985BAYfBMxEREREReZzdLpRRVeG6hsu2VSqV0nF7/xkpePZa2XbxSSDvAKDSAD3He+ccFJAYPBMRERERkcdVWWzK7YhGyrYBoINj1vPBs+UAgDhvZZ7lku2M4UB4O++cgwISg2ciIiIiIvK4KseMZ7UK0Ic0HnbImedqR9DttbLtLEfw3GuSd45PAYvBMxEREREReVylSe60rW3SyCk58yzzSsOwijzg9Hbpdq8Jnj8+BTQGz0RERERE5HFNXe8s6xgf7vKxV9Y8H/4KgADSBgEx6Z4/PgU0Bs9ERERERORxBjnz3EinbZk8rkrmlbJtuWS7N0u2qfkYPBMRERERkccZzDVl203RPq525tnDwbOxDDi5UbrN4JlagMEzERERERF5nMHkKNsObVrZdlioBgmROuVjj5dtH/kesFuAhJ5AQnfPHpuCAoNnIiIiIiLyuCpH5jmyiWXbANChXU3TsBhPB89ZX0jve0/07HEpaDB4JiIiIiIij6uUM8/NCJ47OsZVhYdqoNM2LWPdJFYTcOwn6TZLtqmFGDwTEREREZHHVSmjqpoeBMtNwzy+3vnMLsBiACKSgNSBnj02BQ0Gz0RERERE5HEGx6iqpnbbBmrKtj0+4zl7k/Q+YwTQhJnTRO4weCYiIiIiIo8ztCDzPLxbApKjdbi6b4pnLyZ7s/S+80jPHpeCStNfBiIiIiIiImoiZVRVMzLP7ePCsW3hlVB5MjtsMQKnd0i3Mxg8U8sx80xERERERB5XYZSC5+Y0DAPg2cAZAM7sBGwmIDIFiO/m2WNTUGHwTEREREREHpdbUg0ASIvR+/dC5PXOnUdyvTO1CoNnIiIiIiLyuNMlVQCADo7xU35z0qlZGFErMHgmIiIiIiKPKquyKGXb7ePC/Hch5iogd5d0m+udqZUCOnguq7bAbhf+vgwiIiIioqAiZ50TIkMRHurHHsVndgA2MxCdDrTr4r/roIAQsMHz8YJKXPLkD/jrR3v9fSlEREREREHlVHEbLNnmemdqpYANnrccK4TFJrDndKm/L4WIiIiIKKicloPnOD8Hz/J8Z5ZskwcEbPB86Gw5AKCkyuznKyEiIiIiCi41zcL8ud7ZAOT+Kt1mszDygMANns9JwTPXPRMRERER+dbpYmlMlV8zz6e2AXYLENMBiMvw33VQwAjI4Nlqs+P38xUAALuoGdBORERERETeJ5dtd/Tnmmfnkm2udyYPCMjg+UShAWarXfmYpdtERERERL5htwucKXFknv0aPHO+M3lWQAbP8npnGYNnIiIiIiLfyK8wwWyzQ6NWITVG75+LMFUCubul253ZLIw8o8XBs9lsRp8+fbBhwwblvszMTFx66aWIjIxE//79sW7dugaP8cILLyA1NRWRkZGYNWsWKisrW3o5Lg6eLXP5uLTK4pHjEhERERFRw+RmYakxemg1fsrVndoGCBsQ2wmI7eifa6CA06Jns8lkwowZM5CVlaXcd+zYMUycOBEzZszAgQMHsGDBAlx//fXYv3+/22OsXbsWTz/9NFavXo1t27bhwIEDePDBB1v2WdQiNwuTlVYz80xERERE5AunitrAeucTmdJ7jqgiD2p28Hzo0CEMHToUx44dc7l/9erVuOSSS3D//fcjIyMDCxYswJgxY/Dhhx+6Pc5//vMf3HvvvRgzZgwuuugi/Otf/8Lbb7+Nqqqqln0mDkIIpWy7U7z0A1tiYOaZiIiIiMgXlDFV/uy0ffgb6X33cf67Bgo4zQ6eN27ciLFjx2Lz5s0u90+bNg0vvviiy30qlQoGg6HOMYQQ2LFjB0aOrHklaOjQobBardi7d6/b85pMJpSXl7u8uXO+3IiSKgs0ahWGZLQDAJRyzTMRERERkU8oY6r8NeO58ChQfBxQhwBdr/DPNVBA0jb3AfPnz3d7f48ePVw+zsrKQmZmJu6+++46+xYWFsJoNCI9PV25LzQ0FPHx8cjNzXV7/GeeeQaPP/54o9cnZ527JUYixdGgoIRrnomIiIiIfELJPPurbFvOOmeMAPTR/rkGCkheWcGfn5+PyZMnY/DgwZg4cWKd7UajEQCg0+lc7tfpdKiurnZ7zIULF6KsrEx5O336tNv95OC5T1o0YsNDAbDbNhERERGRr8gznv0WPB/5Vnrfc7x/zk8Bq9mZ58YUFxdj3LhxMBqNWLt2LVRuBpLr9VJGWA6iZSaTCWFh7ss7dDpdnWDbHblZWJ/UaMSFhwAAyqqZeSYiIiIi8jaT1Ybz5dL/+H5Z81xVLHXaBoAe1/j+/BTQPJp5zs/Px+jRo1FWVob169e7lGU7i4+Ph06nw7lz55T7zGYzCgsL631MUynBc1o0Yh3BMzPPRERERETed7bUCCGAsBANEiJDfX8Bx36URlQl9QHiOvn+/BTQPBY8G41GXHvttaiursbmzZvRtWvX+k+qVmPIkCHYtGmTct+WLVsQGhqKgQMHtvgaKowW5Dha4/dOdSrbZrdtIiIiIiKvk0u228eFua1A9Tp5vTOzzuQFHivb/ve//40DBw5gw4YN0Ov1KCwsBCCVaEdGRsJkMqGiogIJCQkAgAULFuDOO+/EyJEjkZqaioceeghz5sypt2y7KX4/XwFAGsjeLiJUKddmt20iIiIiIu+Tm4X5Zcaz1Qwc+0m63fNa35+fAp7HMs9r166FyWTCsGHDkJiYqLzJ3bZXr16NxMREZf/p06fjoYcewvTp03HppZeiX79+eOGFF1p1DUqzsFSpq5685tlgtsFstbfq2ERERERE1LBT/mwWduoXwFQGRCQC6YN9f34KeK3KPAshlNs7d+5scN/Zs2dj9uzZLvc98sgjeOSRR1pzCS6cO20DQLQ+BCoVIARQWm1GUpTeY+ciIiLylYNny/DBjtO47w/dkRDZePNMIiJ/OeOY8dw+zg8zng87umx3vxpQe2WoEAW5gHpWOXfaBgC1WoWYMCn7XMpZz0REdIF6NfMY3t2Wg6/2nWt8ZyIiP/LbjGchgCOO9c49ud6ZvCNggmeLzY7DedKaZznzDABxStMwrnsmIqILU3ah9M9opcnq5yshImqY3DDM52ueCw4DJdmAJhToMta356agETDB84kCA8xWOyJ1WmmmnLEc2P0u+ofmAgBKmHkmIqILkBBC+WfUaLH5+WqIiOpXYbQo/3P7PPMsZ507jwJ0kb49NwUNj3Xb9rdD58oAAMOSLFD/tBjYtQowleMFhCBKMxNlVRf59wKJiIhaoKzaggpHxpnBMxG1Zacd653jwkMQqfNxmCGvd+aIKvKigAmez584gGe0/8XUws1AgSPLHB6PkKoiPBnyJo7uOgcMeB3QRfn3QomC0P4zZVCpgIvSY/x9KUQXHPmfUQAwWjg5gojaLr+tdy44DJzeBkAF9Bzv23NTUAmMsm27DVMP3Y3p2kxohQXocBlw42rgr0fxfft7YBVqdM//Flg5Fsg75O+rJQoqBpMVf16xFdNXboPFxn/8iZpL/mcUYOaZiNq20/4aU7VtufS+1wQgpr1vz01BJTCCZ7UGWR1n4Ff9UJz84yfArd8Dva4F1Boc7nwLppn/gTJtIlB0FPjvFcD+tf6+YqKgcbLQgGqLDRUmK8qq2XuAqLnkmakAUM3gmYjaMCV4jvNh8GwoAvaulm4Pu8t356WgFDBl2yNnLQZUqjr3x0aE4lfRE4+nv4aXNEuBE5nAx7cC5/YAVy4GNAHzJSBqk3KKav7xL6u2cEYtUTOdLnbOPLN6g4jartMl0jKTDu18OON51yrAagTSLgY6DvPdeSkoBUbmGXAbOANSwwIAOGOOAGZ+DIz4i7Thl/8A710vvVpFRF6TXWRQbnPeOlHzyf+MAoDJyswzEbVdPs88W03AjpXS7aF31RsPEHlK4ATP9ZDnPJdWmQG1BvjDYmDqW0BIBHDyZ2DlGODId4CNszOJvCHHKXguZ9k2UbOdKeaaZyJqm/IrjDhdXFXzVuLjGc/71wKGfCAqDeg72TfnpKAW8DXLMWFS5tllznPfKUBCT+CDm4CSk8D7fwYik4F+U4GBNwHJff10tUSBJ7tW2TYRNZ3dLnCmhN22iajteXdrNv7x+cE696tUQFqsD8q2hQC2virdvmweoAnx/jkp6AV+5jmiJvMshKjZkNwHuCMTuGwBENYOqMwDti4Fll8OvD4OKDvjpysmCizOmWcGz0TNk1dhhNmpSz0bhhFRW/H9oTwAQKhGjbAQjfI2dXB7hGp9EGKc2ADkH5SqSQff4v3zESEIMs/ymmeLTaDKbEOE88D2sDhg/D+BcUuAYz9KnfqOfAuc2QG8cZW0Rjqpt5+unKjtsdrs+PS3XIzpmYTEqMYbf1WZrcgrNykfc80zUfM4z3gGWLZNRG2DEAKHzpYDANbMH4aBHWJ9fxFy1vnimdL/9EQ+EPCZ57AQjfLqV0mV2f1O2lBptNW0d4F7fpVKustzgVVXA6e2+fBqidq2d7fl4KG1+7D4i7plWu44j9gBmHkmai65+U68o4qKZdtE1BYUVJhQZDBDrQJ6Jkf54QIOA8d+AKAChs73/fkpaAV88KxSqZTsc5OyXrEdgbnfAu0vBYxlwDvXAb9/7eWrJLow/JSVDwD4+UgBzNbG/4nPLmTwTNQa8gtQ3ZIiAQAmZp6JqA04eE7KOndJjERYqMb3F7BtmfS+1wSgXRffn5+CVsAHzwAQGya9Yl9v5rm28HbArC+AHtdIc+M+nAHsWe3FK/SsVzOPYf67v8JqY4aCPKfKbMWOk8UAgEqTFbtPlTT6GHm9szw5oqy6iT+DRAQASufaHo7MjpGjqoioDZBLtvukRvv+5IZCYO8H0u1hd/n+/BTUgiN4DnfTcbsxoeHAtP8BA2cCwg58fqfUDv8C8PqmE/j24HkcdPxiI/KEbSeKXBoX/XykoNHHyJ22uyZKWTNmnoma54xjzXP3ZOlnyGITfGGUiPzukCPz3CfND8HzrlVScivtYqDjMN+fn4JaUATP8qznsqZmnmUaLXDdUmDwbCmA/uQO4NDnnr9ADzOYpMxEYaWpkT2Jmu7nw1KwLDcKkz9uiJx57t8+BgCDZ6LmkjPPctk2ABibsGSCiMibsvyVebYYgR0rpdvD7q4pbSPykeAIniNakHmWqVTAhJeBgTMAYQPWzgUOf+PhK/Qcs9WuZAeLKlkiS54jZ5ofHNcDKpX0qnN+ubHBx+Q4Ms8D2scCYPBM1Bwmqw3nHT9j3ZNqGvKw4zYR+ZPBZMVJx4vjvX0dPB9YCxgKgOh0oM91vj03EYIkeI4Nb+aa59rUauCP/wEuugGwW4E1s6TRVm1Qtbnmn6oCZp7JQ7ILDcguqoJWrcLEAWnoly5lkjceLaz3MUaLDWfLpJLTAY4RFhxVRdR0uSXVEEKaGpEQGQqdY3IEg2ci8qffz1dACCApSteksZUeIwSw1dEobMgdgCbEd+cmcgiO4DmsGd2266PWAFNWAL0nATYz8MFM4PwBD12h5xjMVuU2y7bJUzYelbLOl2TEIVKnxegeiQAaXvd8pqQKQgCROi26JEYAAExWO//xJ2qi0yXSi08d2oVBpVJBHyJ1tOW4KiLyJ7+tdz6xAcg/CIREAINv8e25iRyCIniW1zyXtjTzLNOEADesArqMBazVUgba2LaaclW5BM8s2ybPkNc3j+6R5HgvBc+bjhbAZhduHyOPqeoUH47IUC3UjmVJ5SzdJmoSecZzh7hwAIA+hJlnIvI/v3Xa3vqq9P7imUBYnG/PTeQQFMFzi7pt10cbCtzwBhDdHig+Dnx+l1RG0kbIzcIAoIiZZ/IAk9WGX44XAagJmgd2iEWUXovSKgv2nSl1+7hsx3qojPgIqNUqxMgVIAyeiZpECZ7bScFzmJJ5ZvBMRP7jl8xz/u/AsR8AqICh8313XqJagiJ4jovwUOZZFhEP/PltQB0CZH1RM6i9DWDZNnnaruwSVFtsSIzSoXeq1LRIq1FjZPcEAPWXbsvNwjrFS//4y8Ezm4YRNY3caVsOnlm2TUT+ZrXZ8fs5P2Se5f+1e00A2nXx3XmJagmO4NmTmWdZ+0uAq5+Wbv/wGHBqm+eO3QpVTplnlm2TJ8jB8egeiVA5jYRobN2zc+YZcAqe2TSMqElOO2Y8d4gLAwDomHkmIj/LLjLAZLUjPFSDTo6/715XVQzs+1C6Pewu35yTqB5BETzHhEmZ53Kjpd71mS0y5PaaDtwfzQYqG597623OmeeSKjOsNmYoqHVq1jsnutw/yvHx3tOlKDHUfaGmduY5mmXbRM0iZ547On6G9HK3bSuDZyLyj4OO9c69UqKgUftoxvJv7wFWI5DSD+g4zDfnJKpHUATP8ppnITzcrEilAia9AiT0ACrOAd887Lljt1CV06gqIYBiT5WqU1A6W1qNw3kVUKuAEd0SXLalxoShZ3IU7ALYfMx1ZJXZascZxz/+GQnSK9PyyDiWbRM1rtxoUSZE1DQMkzLPziMJiYh8yefrne02YOfr0u0hd0j/exP5UVAEzyEaNaJ0WgCtmPVcH10kcMPrgEoNHPwEyN7s2eM3k8Fkdfm4sILBM7XcRkdJ9oAOsUrvAGeje7ov3c4trYZdSN2BkxwzIGPCpJ9BBs9EjZObhbWLCEWE4++X0m3byooiIvKPmk7bMb454dEfgNIcQB8LXPQn35yTqAFBETwDQGxE09Y9/5SVh1WbTzbv4KkDgMGzpdvf/A2wWRvc3ZuqamUk2DSMWsN5vbM7zuuehVPX+Ryn9c7yOml5zTNHVRE1rvZ6Z6Cm27aJa56JyA+EEDXBs68yzztWSu8vngmEhvvmnEQNCJrguSmzni02O+5d/RuWrDuErHPNnN889lHpVbG8A8Cvb7biSlvHec0zwOCZWufXnBIAdUu2ZZdkxCFSp0VBhQnfHDiv3F97vTMAxIZ5uOs9UQA7U6vTNuDcbZvBMxH5XkGFCUUGM9QqoGdylPdPWHQcOP4TABVw6a3ePx9REwRN8CxnvRrKPB/ILYPBkbk9klfRvBNExANXPCrdXv+k1BnQD5y7bQNAETtuX3BEG5kbbrTYkF8hvfjSLSnS7T46rQa3jewMAHjmmyzln/ranbYBjqoiao5TxQ0FzyzbJiLfO+hILHVJjERYqMb7J5TXOne/iuOpqM0ImuC5KZnnHSdrAt4TBYbmn2TwHCD5IsBYCqx/ovmP9wA58yw3QGTm+cKy4XA+LnnyR3x/8HzjO3uZnPmK0mmVwNedO0Z1QXK0DqeLq/H2L9kAnDPPNcFzNINnIre+O3geAx7/Ho99fkAZ5SaveZabhQGATl7zzMwzUVDKLzdi3Es/4+mvs/xy/pr1zj4o2TZVAr/9T7o95A7vn4+oiYIoeHaMyWkg8+wSPBe2IHjWaIHxz0q3d70JnNvb/GO0kpx5To2R1skVMHi+oHx38DyKDOZ6Zyf7knPmS9VAd8vwUC3+elVPAMDS9cdQVGlyyjw7lW2Hc1QVkTsbDhegrNqCd7bmYOyLG/DBjlPIUX7+atY867WObtsMnomC0lu/ZONofiU++y3XL+f3aaft/WsAU5mUce56hffPR9REQRM8y2Ny6uu2bbcL7MyuCZ6P51e27EQZI4C+1wMQwLcLW3aMVpAzz/Ja00KWbV9Qsgulf5grjP5rOidTGhY5/fNenxsGtUfftGhUmKx48YcjStasU0Ldsm02DCNyVVYt/Z7Wh6hRbDDj/z7Zr1Q/dXQq25bLJFm2TdS22ewCm48WenSsnNFiwwc7TwOQqgptdt8v8cryVeZZCGDHf6Xbl94OqIMmXKELQNA8GxvLPB/Oq0C50aqMjztZaIC9pb+YrnoCUIcAOVuA8/tbdowWkrtty/9wFTHzfEGRu1RXGP0fYLorG62PWq3C3yf0BgC8v/0ULDaBUK0aqdF6ZR/nNc9tZV03UVsg/116cnI//GNiH2W0olatQlqsc+ZZHlXFzDNRW/bkV4cw843teH3TCY8d86t951BskF5oswvf/39XbbbhpON/lN7eDp5/XwfkHwJCwoGBN3n3XETNFDTBs5x5Lq12n4mVS7aHdo5HiEaFaosN58uNLTtZTHug53jp9p7VLTtGC8lznjsqmWcGzxcKo8WGs2XSc64tZJ7dNSxqyOVdEzCuT7Lyccd24VCra8q95eDZYhMsOyVyIgfPCZGhuHVEZ/z019G4dURnPDqhN0I0NX+m9RxVRdTmHcuvxDtbcwAAvze3+WwD3tma7fJxXrlv/7/LLa2GEECkTouEyFDvnaj4JPDZXdLtIbcDYbHeOxdRCwRR8Ozotm1wn9GTg+fh3eKVrG2LmobJ5FfK9q8BbL7LIsqZ507tpHLZokpzyzPo5FNyphcAKk3+D55Pl0hl2x2bGDwDwMLxvaB1BMzO650BIDxUgxCNtK2h3gNEwUZuoie/yJsUpcc/JvbB7OGdXfZjt22itu+f32QpJdUFHgpw95wuxd4zZQjVqJWlVPkVLUzwtFBuqfQ/QXpsWIN9UFrFYgTWzJLWOrcfIo2BJWpjgiZ4bqjbthAC2x3B86UZ7dAlURrLc7ygheueAaDbH4DwBMBQABz7qeXHaaYqx5pnOeCx2gW7G18gsotqgmd/Z56FEDjjpmFRY7okRmL25RkAgP7tY122qVQqjqsickP+uxTbQFd7QFoTDbBhGFFbteVYIX7Mylc+9lSA+45jksXEAanokRTlOLaPM8+OF9TT45r+P0GzffMwcH4fEB4PTH0T0Hoxw03UQkEXPLub85xdVIXCShNCNWoM6BCLLolS1vZEa4JnTQjQf5p0e+/7LT9OMxkc3bZjw0MQrZfWzRUZWLp9IZDXOwNAuZ/XPJdVW1DhyH63b8KaZ2ePXNsbH9wxFHeMqjuTkeOqiFyZrXYYzDW/txtSk3lm8EzU1tjsAk9+JY2QGtMzEYBUWt3aHh+FlSas23cOAHDLsAwkOXqJ5LV0aWEL5ZZKL6inxeob2bOF9rwP7H4bgAq44XVpCSRRGxQ0wXNshPRPSbXFVucfjx0niwAAAzvEQh+iQVdH5rlF46qcDZwuvT/8DVBV3PC+HmCz16wlDQ/VICFKBwAoqGDH7QtBtlPwXGmy+rXcXl7vnBilU/5hbyq1WoWhXeLdPk7OrLFsm0giv5CkUgFRegbPRBeqj389g6xz5YjWa/HUlH4ApP85W7sM64Mdp2C22TGgQywGdIhFkuN/O79lnmOb94J6k5w/AKx7QLo9ZiFHU1GbFjTBc5ROC41jLWbtrJdcsj2kczsAQFdH5rnF46pkKf2A5H6AzQwc+Lh1x2oC51K+CJ0WCZHSL1g2Dbsw5DiVbQtRM3bMH+QxVc1Z79wUHFdF5EoeUxWtD1H+RtWHa56J2iaDyYrnvz8MALj3yu5Ijw1Tuua3prGX1WbHe9tOAQBuGdYJAJAU7QiefZ559lLZthDAF/cA1mppyeOohzx7fCIPC5rgWaVSKVmv2rOe5WZhlzqC5y4JUub5bJlRWUPcYnLjsL3e77pd5Xh1U60CdFo1Ehk8X1CcM8+Af9c9ny6Rx1R59o8k1zwHr+xCA9b/nufvy2hz5CqMxkq2gZo1zyaOqiJqU1b8fBwFFSZ0ig/HzbWD3Fase/7hUB7OlxsRHxGKa/ulAgCSo/SO4/or8+zh4PnkRuDsbkAbBkxezpnO1OYF1TM00VHqsm7vOeW+s6XVOFNSDbUKGNwpDgAQFxGqzIU+2drS7X5TAbUWyP0VKDjcumM1Ql43FxGqhUqlQrxjlEBRJcu22zqz1a78YZKzT34Nnps5pqqpGDwHp0qTFVNXbMXct3Zh/5kyf19Om6IEz400CwMAvVbKPFebGTwTtSVvORp6/d81vaBz/JwmOYLcglYEuZ/tyQUATLu0g1J5IgflvlzzbLXZlfGt7T2ded7yL+n9oJuByCTPHpvIC4IqeL5tpNTAaGnmMXzu+IW0M1vKOl+UHoNIR4kNAGXd8/HWjKsCgMhEoNs46fYe7zYOk2c8h+ukX7As275wnCmpgl0AYSEa5VXdCj82DVNmPDezWVhjYhqZt06B6bUNx5V/IPeeKfXvxbQxpY4XkuSfjYYoZdtWlm0TtRVGiw3ljhe7R3RPUO5P9kCQm3Wuws1xpaC8sNKsjMTytvPlRtgFEKqpqWr0iHP7gOPrAZUGGHaX545L5EVBFTz/aXB7zHN0AH5o7T78mlPiMqLKmUc6bsvkxmH7PgTs3ssYVDllngEGzxcSeb1zp/hwRIdJ3z9/Zp7POLLg3ss8+3+ONflGbmk1/rvphPLx0bwKP15N29PUMVWA9OIaIDWHtNgYQBO1BXIllUatcknCyF2x81u45rnabFOWUPVIjlLuj48IhUol/R4oNvjmhWi5Mi41Vg91I70ZmmXLv6X3facAcRmeOy6RFwVV8AwAD1/TC+P6JMNstWPeu7uw4XdpHp/cLEwmz3o+0drMMwD0uAYIiwMqzgEnMlt/vHrIDaZqMs9SJqOAZdttnrzeOSM+AlE6R1MtP2We7Xah/KFszoznpmDZdvB5/tvfYbLalfW6R/I88IJkAJF/Fpqy5lkXUvMnmx23idoG+Wc4Wi8tmZPJXbHzWli2fSy/EkIA7SJClWQIAGg1asRH+LZ0W2kW5sn1ziXZwMFPpdvD7/XccYm8LOiCZ41ahX9NG4g+qdEorDTjbJn0i6d25rlmXJUH/tHT6mpmPm9d1vrj1aPKJI+pkl75jHf8si1i5rnNKKu2uB1BpWSeE8IRpfdv5jmvwgizzQ6tWoXUGM8Gz3J2rayKL+gEgz2nS/HZnrNQqYB/TOwDADiaz8yzs+asedZp1ZD/N2fHbaK2Qf4Zjqn1M1yTeW5ZgHvEUaXTPSmyzja5JLyp66ltdtGqF63lF9TTPBk8b30VEDZpLFXqAM8dl8jLgi54BqQxTm/MvkR5VbBHciTaRbiuN6sp2za0esA9AOCy+YBKDRz/SVrj4QVy5jkiVMo8O3fb9sjnQK3yy7FCDHj8e7yaeazONpfMs2PWq7+C51OOQD4tNqzR0TnNFRPOzHOwEELgyXWHAADXX9wekwemA5DW6fEFvRrNWfOsUqmg00p/tpl5Jmobyur5GW7tPGY5eO6ZElVnm5LVbmJgPu/dXRjxz/U4fL5lL156PPNsKAR2vyvdHn6fZ45J5CNBGTwDQGpMGN645VL0S4/B7Y5GYs46tguHVq1CldmmdBhslXadgb7XS7flNR4eVqU0DHOseY6SfpEbLXalEzf5z89HCwAAH+46XefFDOc1z3LmudLknwDzdIl3ZjwDLNsOJt8cOI9dOSXQh6jx0NU9EaHTKl1aWbpdozlrngHnWc/8nU7UFijBc62f4WRPZZ6T6wbPyrGbGJjvyilBhcmKJ7861KJkisdnPO/4rzTXOXUg0Hm0Z45J5CNBGzwDQL/2MfjynhGYekmHOttCNGolePDIumeg5tW1g58AxSc9c0wnNaOqpH+uwkO1CHfcLvTxPECqK6dQCpDPlFS7jECz2uzKaCgp8+zfsu2aMVUeHkcB1+DZXfk6BQaT1YZnvskCAMwb1RUpMdI/ej0d/wSydLtGc9Y8AzVNw1i2TdQ2yC+A1SnbdmSHDWYbKk3N/3suv8jYw03ZdnMyz1abXfk9s+loITYcKWj2tcjBc3tPZJ7NBmDHSun28PsAlWcr3Ii8LaiD58Z0UcZVeShLktof6Pr/7J13eFvl+Ybvo+W9R5ztbDKBhCRAIAk7bAqUvUqhhULXr6V70ULppLSFsveehRL2DiGQhCRk78TZieO9JUs6vz8+nSPZlm1tyc57X5evKLF0zmdH47zf+7zPcxLoXvj87tgcM4AWwzDM4Xd7NLOem6V4TjaGNBvgk4APr711bbi9Og6bhbLc9OQXzz53zyExjqkC/8WFV4cmlzhu91cWbalmV00rxdlpfHuOX9ljdFA2ieO2iTnzHGLx7I+rks6zIKQCDa3BfQuy0mxmMyPc7nOT020WrGODdJ5Lw+g817W2E9hsvv2N9bjDcOvXdZ29sew8b/kAWmsgfxhMODf64wlCgpHiuQdGBcw9x4zjfqj+XPEUNIW/+9cTzT7DsCyf2zb446oONopBUzLRdd2UZkPH4tkoqocXZmKxaAEzz0mSbZud59gXz+l2qzmzWd8i0u3+imFiM2lwbofNvLED1Ibkpv0i2zbwd616n3kGZOZZEFKM7mTbEL682sCI9CvOTqMgq+t7Qzjz1LW+OKvsNBsFmXa2VDbx7NJdIa+lutlFW7sXTSM2JqJb3ld/HnYWWKw931cQUhApnnvAMA2LWecZoPw4GDwN3G2w+L7YHZfgnWfJek4NDjY6aQ242P1iW7V58bvDKJ6L1PPN6Dw3JE22Hb+ZZ5C550OBWl9BWNDJQMfooGyqbBQTQ5QDrvE6D7fz3Co+FoKQEvRUPJeEaexlsNkn2R5X1lWyDeE5eVf7iufS3DR+eMpYAP7x3qYOcZhbDzbxrSe+5OpHlnTJkDectktz0nDYoiwbdF11ngFGnxTdsQQhSUjx3AOjYpn1bKBpMOsH6vbSB8EZO/li55ln8Gc9V0vWc1KpqDak0BmU5abT1u5lyfaaDt8rL1LFajLdttvaPRxoVB/GQ2NlDNKJfHHc7vfUdiNFHl2ajaYpqfJB2dAz5Z4Q/MI7GEZedptbZp4FIRWoC6HzHGqklIE/pqqrZFsd1x9V1Zt/iNF5Lsx0cOmMYYwqyaKm2cU9H22hyenmjrfWM++uBby77gCfbDrI8h21HR4fU6ftgxugYTfY0mH4rOiPJwhJQIrnHjBmnvfUtcZ2l/+wM6FoNLTVw7LHY3bYzm7bIJ3nVMGQZo8ozmLO2BLAL902O8/FHTvPyZBt76lrRdch02HtEt8WK6Tz3P+pbzUcpDs+h9LtVob7FA2bxXHbvOjOTrNht4b2cZwhbtuCkFL4o6q6Fs+RxlVtqvSZhQWZdwZ1badp4Pbq1LT03BwxOs+FWQ7sVgu/PHM8AI8urOCkv3/M/Z9so92jk+27dlxaUdPh8UbneXAsfFAMyXb5cWCPzwa9IMQbKZ57oDDLYXZOAt2Ro8Zi9TtvL/pXzLrP/s6zFM+phl+ancmccR2L586d59wkGoaZ884FmWhxcsCU4rn/U9us/m8LsrpeTIppmJ/uXHp7wpBtO6V4FoSUIJSZ5/Bl2+r90fCJ6IzdaqHIt8Fd2dDz9V2Nr3g2DGRPGFfK8WOKcXm8HGhwMrwok4evPopbThsHwOLtnYpnX+d5UH56WD9DUIziefTJ0R9LEJKEFM+9MLI4DnPPAFMuhoIR0HQAFvw1Joc0Z56DGIZJ8Zxc/AVyFrNGF2O1aGypbGJXTQs7A74Hftl2k9Od8LlQI+M5HmZhBoYxUp0YhvVbjJnn/Myu6gXTNEyKZ7PzHOq8MwTmPItsWxBSAcP8MljxXOqTV/dW4HY4Xms7++pVsR0s49mgJMdXmDf2XJgbxbPhQaFpGn84dxJzxpZwy2njeOcHszlp/ABmjCgEYNmO2g5u3DGLqXI1w45F6rYUz0IfRornXojL3DOALQ3m/Und/vw/ULUl6kO2OLt2nosSPPO8Zk89f31ng0gKOxFoCpaXYefIofkAPL90Fy6PF7tVY6AvC9eQbXu8Oi0JNgXaHceMZwPpPPd/jI2RgiBFoWkaJrJt86I7vOJZ3LYFIVXQdb3HrHbTMKyXAjeQLZVqY7EsN71HVYo59xxi5zlwFKu8OIvHr53BTSeMNjfkxg3IITfdRovLw9q9DeZ9/bLtKK8LKhaCx6UiqopGR3csQUgiUjz3gnGh9/m2qtgffNw8GHMqeNvhnZ9Hfbhm0207SFRVgjrPd763iXs+2spLy3Yn5Hx9AV3X2VHVUZptzD0/u2QnoGTSNt/MY4bditWiJNOJlm7vDJBtxwspnvs/3bltQ2DxLI7bhmy782x4T6TZfG7bUjwLQtJpcXlw+wy7ejQMC6PzbGwsjulGsm3gn6fuuTA33o978zGxWDSml6vuc+Dcs98wLMrrAlOyfYoyzxWEPooUz71w5pSBWDT4YltNfGSGp90BFjtsfhc2vh3VoczOc4BhWImveG5scyekU2HscHaemTmUqWl20eh0o2l+ObQx92wYeQwv8n8oaZpmdp+bnIktMHfVquI5XjFVAHkZviguKZ77Jbqu9+g+O7IkC6tFo7HNzYEwLij7I3U9GA11h8i2BSF1MDaB7VbNNPMLxChwG51uc7SuNzaZ887dS7bVsY156p7fRw3lYSgmoIZ027iGa3K6zZ8x6s6zzDsL/QQpnnthUH4Gp04oA+CJzytif4Li0XDMd9Ttt38G7sguJnVdNzvPgVFVuRk27Fa1w2cUavGkyef4vWR79SHfVTIw5p0H5qabF76TBuV1+CAzMp4NDNfLRGc9GxnP8Zx5NuZg61olPq0/0truweWLUSoIcrGWZrOam0WH+tyzIW/PD8MwzHTbdkvnWRCSTV3AvHMwk83sNJupBgx17tlIIujOLMzAkG331nkOJtvuDqN4XlpRg9erm5LtvAy7eV0SEdVboWabahaNOD7y4whCCiDFcwhcdexwAF5ZvqdDqHzMmH0LZJdB7Xb4/O6IDuF0ezGi/gKjqjRNoyhLvcFWJ0C63eQr9g40OE0J8KFO4LyzgcWiMXtMsfn38qKOxWoysp7rW9vNHeYhccp4BpFt93eMjGe7VeuwkRfI2FJx3AZ6nJXsDpl5FoTUoSenbVDXYOHGVW00Mp576TyXhNB51nV/lFUoxfOkwXlk2K3UtbSzubKJPXXqOi7qjOetH6o/hx0NaT3/XIKQ6kjxHALHjCxiTGk2LS4PL8djljctB075vbq94G9QH/45mp3+IquzdKg4R71hJsJxuylgHUtEug0EOG0XdyyQ544rNW8bGc8Gych6NmKqirIcHaT/sSZXiud+TW2z32m7u7gzcdxWRDLz7I+qEtm2ICSb3opngNIw4qrqWlwc9BXZY0pD6zwf7KEob3b5lUBGI6Un7FYLU4fnA7CkooY9dWrNUUu2N7+n/hTJttAPkOI5BDRN46pjywF48vMdeL1xkCNPuQiGHg3tLfDfG8AbXlfBcGUONJsyMOOqGuMrk/V6dSmegxCs8wxw/Jhi0zNjRKfvJSPrebdv3nlIHCXb4O+ySVRV/8S4mAzmtG0wtkwctyHSmWf1sS2GYYKQfOpbe89qD6fzbLwnDs7PMBVo3R7XV5RXNrZ1OyZnbGam2y1kdKME6syM8iJAXcOZTtvRdJ7b26DiU3VbimehHyDFc4icf+RgctJsbKtqZuGWODhvaxqcew/YM9WbzKJ/h/Vwc945reubY6Ict5s7mWEsqZDiGQIznjsWpUXZadx6zkR+ePJYyrt0ng3ZduIKzK2+OLaRndYSa4yLjMY2N554bEQJSaU2hG6qYYSzpbLpkPZGqI9g5tlvGCbFsyAkm5A6zz55dWUInedNpmS7564z+A1h2z26OS7TGcPrJpSus4Ex97xke3WA03YUxfPOz1VjKLsMBkyM/DiCkCJI8RwiWWk2Lpg2BIiTcRgo87DT/6xuf/gH2Lsi5Ic2+5y2Mx1d5baJyno2us4WTX3tqG4JSabU3+mu8wxw1THlfP/kMV3+PScJnedtCS6eIbGbA0JiqA0hu7i8KAubRaPJ6WZv/aH7HlFnzjyHL9uW4lkQkk99CK9hv7FXKJ3n0Jy2ARw2iznH3J1pmNF5LsgKfYPuyGH52K0aBxqcLN5WDUQp2w6UbEtEldAPkOI5DK48RhmHfbCh0pwPjTlHXgnjzwGvG16+DlzNIT2sJUjGs4E/ziC+F6mGWVhuhp3xA3MBkW7XtbhMefLwotDl0EkpnquUXGxkSe873tFgt1rM56nMPfc/6oyLtR4uJh02CyN8mzSb9h+ac89er+6feZaoKkHokxif77k9zjyH5ooNAZ3nXuadzWP7JOHdmYZVm07boXee0+1WpgzJB/wFf8Sd55YaWP6Eun3YGZEdQxBSDCmew2BUSTbHjylG1+GpL3bE5ySaBmf/E3IHQ/UWFV8VAs1BMp4NhvtmWHfUhFaIR0qjr/OcnWYLkP0c2sXzDp9kuzQnLagqoDsM2XZc3N2DoOs6WytV8TyqNL6dZ/DLVGXuuf9hdp576XT4554PzeK5yeU2ExJ6knx2Jt3mc9uWqCpBSDqhyLYHhJjHDP6YqnFloTlSm3PP3TRHaprVOQvD2KADv3TbIOLO82d3gasRyibD2NMjO4YgpBhSPIfJ1ceUA/Dc0l0443XxklkIX7sf0NSO3aK71e5dD3ToPC++Hx4+Fe45Gu6cyAmvTmND2tV8u+rP6HW74rNm/J3n7DQbMwOyAg9lKnyS7fIgku2eSHTnubrZRUObG00Lf62RII7b/Rcjv7unzjP446o2HqKdZ2PeOd1uMbvJoWB2nl1SPAtCsjFl26F0nntQ/3m8Ok9+XmF2ikeH2XnuThJe06zWF07nGToWz+l2C0UhxFx1oWEfLH5A3T7xN2CRkkPoH8Qvj6afcsJhpRRlOahudrF6dz1HlRf2/qBIGHE8HPcDWPgPePeX8N6vlRv32NNg/NlQNKrD3Zt9F1Jnt7wKb/2nw/esgFWDs/kU/e7pcOx3Ydb3IS228lxj5jkn3Wb+Xjbsb6SuxRXWTF9/wug8hyPZhsQbhhnzzoPzM8K6kA+ZjW/D/tVgtYHVwUXe3Sy12Glonhz7cwlJpS5EEywjDuWTTQdxe7zYrIfWhZX/9xTee6NZPLtFti0IyaYhhM6zkcfc0Oamrd3T5TN22Y4afvPaWtbubQBg3sSykJVqA3opzM3OcxgzzwDThhegaaDrMCg/o9vYwR759G/gboWhM2HMKeE/XhBSFCmew8Rq0ZgxopC31uxnSUVN/IpngBN+CY4sWPMKVK6DnYvU1/u/gxN/Bcf9n7mT1+J0M8+yhAur71WPnfV9GHUipOVCeh7fvv8drm17nJnuDbDgL6qjfcrv4fCLY7bcwM5zcXYao0qy2HqwmaUVtZwyYUDMztOXMDvPYZpwJbrzvO1gHOedt3wAz3Z8nl0LXOuALV/ugCMfj/05haRhum33smF29MgiCjLtVDe7WLy9hlmjixOxvJTB6NCHM+8M/qgqMQwThOQTStxcbrqNdLuFtnYvlQ1Ohvk20+tb2vn9/HW8vHw3oD73f3TKWK44enjI5y/tRRIeaec5N93OhIG5rN3bENm8c812WPaYun3Sb8QoTOhXHFpb/TEiYfO8VjvMvgW+8zl8fxWc8TcYMRvQlRv3C1dCm9qpzKtazj/t92BBh+nXwcm3wsi5MHgqFI2isWQqF7t+zedH/RMKRkDTfvjvt2D+D8ETm+6mOfPs65rOGGFkBVbH5Ph9kYg7z77Z9cDc7Hiy1Vc8jyqJsWS76aDKLQcYfhwccTlMvohVuXPw6hqj97wKa1+N7TmFpGJ0VHvKeQZlHDdvUhkA81fti/u6Ug3j9xTOvDNARoDb9qEc8yUIqUAoM8+apvmL3ADTsFteWmkWzhcfNZSPfjyXa2aNCEuF45dt99Z5Dl/9N9N3DRfu9QsAn/xZGd+OOhHKjwv/8YKQwkjxHAHTfd3mLytqE5dTWzAcZlwPV7+uDMWsDtgwHx48ETa8yTnr/o80rZ1N+cfD6X/pssunYpI0PnccAzctVl1tNPjyEXjya73OVIdCc4BhGGDOPS+pqI362H2VHRHPPPuzkBOBGVMVy86zrsNrN0FzJZSMhytegvP+Axc8yP/G/on/eM5R93v9+1C/J3bnFZKK0XkuCOFi7czJgwB4e80+2j2HlgzZH1MVXvGc5iuevbrKdxUEITl4vbop2+5tTMUvr1bF7KKtVby77gBWi8YL3z6GP184heLs8LrDEGAY1u3Ms+G2HX7xfPOJo7n++BHcMGdU73cOpHI9rHxO3T7x12GfVxBSHSmeI2D8wFxy0mw0Od2s39eQ+AVMuwa+8bbPkXszPHcpmZ4GVnhH8/6EO8DSdWa13LdzWFHdArY0mPMTuPQ5cGRDxafwwFz1hhcFgTPPANN9xfOaPfVmYX0o0djWTpUvW3tY2DPPhmy7PSHdpW1VqngeFcuM5yUPwOZ3wJoGFz4Mdr/0KzfDzl3uC9idcRi01cGrN4D30Cqe+iNerx6Qe9p7UXj0yEKKshzUtrTz+dZDS6FSb8jbw5559n9st4p0WxCSRqPT75jfU1QV+OXVlY1teLw6t81X11uXzxzWxdk6HMzOc4Mz6LVCNMVzYZaDX545gSEFYXaeP7od0JU/z+CpYZ9XEFIdKZ4jwGrROKq8AEhiFNOQafCtT6D8eAAO2gfxTdePcWQEL36G+zqfRicUgHHz4JvvQf5wqNsBD50MH/854i5gY1vHzvPg/AwG52fg8eos33nodZ8NyXZRloPc9PC6S0bx3O7RccbZGMjl9rLTl1s+KkSHz17Zvwbe9e04n3obDJjY4du56Tbc2Hi49Bdgz4TtC+Dzu2NzbiFpNLS1Y1y/hVIU2gKk228cYtJt0zAszM6zw2oxhUVOKZ4FIWkYXec0W++O+Ybj9oEGJ68s3826fQ3kpNv4/kljolqDcVyXx9slvaLd46XBd10WSfEcEZvegfWvAxqc8KvEnFMQEowUzxHin+dNYhRTdglc+Spc9gK3D7ybGnKD5jwDlBcHdJ4DGTABrv9IzaO6muDjP8Jdk+Dpr8P6+WHNQzd1km2DX7q99BDMe4503hkgy2EzL5DjnfW8s6YZj1cny2E1d7GjwtUCL38TPE4YO0+NG3TC2KXf4i2DeX9S//jB72HfqujPLyQNI+M5y2HFYQvt4+WsKT7p9tr9uA4hB+lQjIaCoWka6TZj7vnQ+X0JQqoRjsrG6DxXVDXz13c2AvDdE0dTFIFUO5A0m9U8f2fTMGOExqKF760QEQ374NUb1e2Z34bSw+J/TkFIAlI8R8iMEb7Oc0VNck1brDYYexqVHtVZznQE3/0cVuhzd2xtp873hmqSVQRXvQrnP6iKaN0Lm9+F5y+He2bCnmUhLaXJV+Rlp/uLZ0OO9NkhJsmEyDOeASwWzdyEiPfc89aAeeeI4igCaamBZy6CgxsguwzOvSeoy6bRiW9obYepV8FhZ4G3HV65HtzBZ7eE1CdUp+1AZowopDg7jfrWdj7bWhWvpaUckUZVAWQ4jLgq6TwLQrIIxSzMwNiYfnvtfiobnQwtzODqY8tjso4BpuN2R9MwQ7Kdn+nAaomz27XXoz6/W6qhbLIyrRWEfooUzxEyeXA+aTYLNc0u06k4mRg5z1ndZANmOmymYUWX7jMoZ+8pF8E33oCbl6moq8xiqNkKD58KC+/qdSbVnHkO6DzPHluCRYNlO2rZfKAxgp+s72JI5IdHUDyDv8CMd/HsNwuLct65aouS/ld8Co4cuPARyAoeP2R0nhva3Kq4PvtfkFWqiu4Ff4tuHULSqDectsPIFLVaNM6Y7HPdXnnoSLfrI4yqAki3SVyVICSbcBzzB/iMvQx+fvp40mw9S71DZWih8hPZXtXc4d+jmXcOm0/vVJ/99iy48FGwp/f+GEHoo0jxHCEOm4Wpw4y55+TP87b4CtfMtO7fjIPOPQejeLTKgP7ulzDhXBU38P5v4clzoWFvtw8zZ54DOs+D8jPMjOcnPt8R0s/SXzA+yAzJfLgEmobFk21mTFUU887bPoGHTlKbLXnD4JvvQPmsbu+em6F+NmNmjKwiONNXNC+8U81MC30O02k7jM4z+KXb767bj7OPd1NX7qrj/XUHer2fv/McQfFsF9m2ICSbsDrPuX559lHDCzjd5/UQC8YMyAFgU6cGRcKK5x2L1MgfwJl/h+Lo5rgFIdWR4jkKppt5z8mXJLf00nmGAMftqiCd52BkFMDXH4dz7vabOt17LOz+Mujdg808A1x9TDkALy/fHff53VRgR3Uz1z2+lKW+iK7REZpw+YvneMu2VfEcced5+ZPw1PnKNXvIDLj+wy4GYZ0xZduBbuITzvXJt93wv5vBc+g5tPd1aiPMLj5qeAEDctNobHOzcHPflW43trVzxUOLue6JL3tVJEU68wz+uCpx2xaE5OEvnnsvTsvy0rH5pNO/OmtC9CNSAYwdoK4xNh/o+J5jFs9hbmaGRUsNvHydGvebcgkccWn8ziUIKYIUz1FgmGEt3p7kuWeg2aUKjaxYdJ4D0TSYeiV8ewEMPBxaa+GZi6G2ostdO0dVGRwzqojRpdm0uDy8smx36OfuY7S6PPz93Y2c8o8FvL++EptF4/snjWHioLyIjufPeo5z59nXIR9ZHEGRv/J5Veh63TD56yqHPLuk14cZsu12j96xe3bm3yEtD/augMX3hr8eIanURdh5tlg0zpg8EID5fdh1+5Xle2j0vQ8u29G9IknXdVPiHs58uIERVyWybUFIHnW+0YtQNgtz0+38+9Ijue+KqRwxND+m6xhrdJ4rGztci5rFc3Yci+f5P4SGPVA4yq8eE4R+jhTPUXDksHxsFo199W3srm1N6lpanOoiKrPHzrMqnivCKZ4NisfANW9C2RRoqYKnL4LWOvPbuq7TZMi2bUDtDqhYCCufQ/v07/xp4MecY/mMVZ++jrdyIziTPyceS/bVt3LynZ/w7w+34HJ7OX5MMW//YDY/PGVsxMdMROe5ptlFXUs7mgYjws143vQuvPYddXvmjcpwLsQ5pyyHFUswN/GcMjjtNnX7w9uhZlt4axKSil+2HX439awpqnh+b92BLpErqcITn1dw7WNLqW12dfmerus8/nmF+feVu+q6PU5ruweXR20aRSLbzjBl21I8C0KyaAhDtg1w+uSBzJs0MObrGFWSjUVToyAHG/2Gm3HvPK95Bda9CpoVLnwY0nLicx5BSDG6r7SEXsl02Jg8JI8VO+tYsr2GoYWRzbZGi8vtNS/EepJtG5FJO4IZhoVCWjZc9jw8eBJUbYQXr4bLXwKrHafbS7m+ix/ZX2TAv68EveNF3VHAUQ6gDfjPr8Fig1EnwqQL4bAz+vyb7mdbqtlT10pxtoPbzpvMaRMHRC3LSoTbtiEtHZSXYTr4hsTOxfDCVarjPOViOO2PQV21u0PTNHIz7NS1tNPQ2t7RTOXIK2H1i2pM4H/fU93sGErchPhRF0U39cihBZQXZVJR3cLNzyzn0WumY7Om1v7ufR9vZW99G/94fxO/P3dSh+8t3FJlmu8BrNxd1+1xjN+T3ap1m5DQE8bMs1NmngUhafhl28m9lE63WxlelMX2qmY2HWii1Pd5GteZ56ZKeONH6vbxP4JBR8b+HIKQoqTWlUkfZEa5L8e4IjE5xk63h331HbvcrS5/odpTAWQUz9XNrshnj3MHwWXPKUfFbR+rN8/aHfDfG3jH8VNOty5F0z1gdUDhSBgxG464HCZdyPbsqWzxDqLZkq2Krs3vwn+/BX8drQqxqs2RrSkFMDpRx40uZt6kspjMM+VE4bbd7vF2ia0IxrZI5p0PrINnvg7uVhhzqoqjsoT/VhI499wBw33blqHcO8V9u89QF4HbtoHFonH3ZVPJsFv5dHMVv3t9bdLHYQJxe7wc8HV1nl68ky2VHc15Hl+kDBFPHq8MEjfsa+y2M+x36XVE9F5hyrb7uLmaIPRl/DnPCXCz7oUxPm+VQNOwuBXPug5v/B+01sCASTD7ltgeXxBSHCmeo2SGaRqWmOL55mdWMOtPH7Kl0i97NuadHVYLDlv3/6U56XaKfbMvOyPtPoOafb7wYdAssPxx+NcRpK97Aaum874+A274DH55AL63QnUNz/sPXPgwnqte52TX35jU+gD7rlgAc34GRaPB3QbrXlOz1H3UJKrGkKvG8EMqGrftv76zkaPv+IBFW3o2XzI6ZSE7bdfv8ZmD1cPQmcpQzhp+oQSBjttB/s8LR8A8n3vnR7fBsscjOoeQWMyc5wiyiwEmDc7jrkuOQNPgqS928viiihiuLjoONjnxeFUx7/Hq/PHNDeb3dtW08MEG5bD9s9MPozg7DbdXZ+3ehqDHqoskpqq1Dta8DK5m0n0RN4Ebp4IgJJZwoqrizbgypd7bXJmA4nnNy7D+daUgPO9esCV/80AQEokUz1Fy1PBCNE2ZLlU29t7pi5a1e+rx6h073S2u3mOqDIZHM/ccyLjTlVQXQPfSOOg4znH+gV+l/QzKJgXtRI4uzeb4McXoOjy22QEn/Bxu/lKZkWUWqZijlc9Et64kYXSewzVK6oncKGaeP9tSha7Dq1/t6fF+W83iOYTOs64rc7DGfVAyHi59DhyRjyp023k2OOpaJQcDmP8D2PBGxOcSEoNfth35xeRpE8v42bzDAPj9/HV8tLEyJmuLlr116v09J82GzaLx4YZKPt18EICnFu9A1+H4McWMLs3miKHKJLC7uef6cGOqdB2evwJeuhYeOIGhHtXllqgqQUgeRuc5NwWKZ39clb+xEpfiufEAvPljdXv2LTBwSuyOLQh9BCmeoyQv085hZbkALI1z3rOu61Q1qTfDQGlOs7P3mCqDqOeeA5l5gyqgvvE2q096nFX6qA4Zz8G4yhdb9fzSXUrSqGmqk20USR//GdrjvwkRa2rj0nn2ybad4XWedV03/38/2XSwR+mrX7YdQuf5q2dg64dgS4eLn4LMwrDW1RmzeO7JHOrEX6sZaN2rCocdi6I6pxBfIs157sy3Zo/koqOG4NXhu8+sYHOn/NJkYIzLjCvL4cpjhgNw+xvraXa6eX7pLsD//nb4kHyg+7nnutYwNxk2v6tGGACqNnLz5uu50PqJyLYFIYnUh/s6jiNGXNWm/cpxW9d18/04ZsWzrquN7NZaKJvsv24ThEMMKZ5jwPTyAgCW74xv8dzQ5jaNwQLz/AzZdijGM6bjdlWUnWdQhe+402H4MX6n7bSei+cTDytlcH4GdS3tvLN2v/8bR30TcgdDw25Y9mj0a0swtc3qQzSWrpaRum1XN7vM2LADDU42dlN4tHu87KxRRXavM8+N++Gdn6vbc38OxaPDWlMwTNl2Tz+fpsFZd8G4M5S8/5lLYP+aqM8txB6n22PmzUdbPGuaxm3nTebokYU0Od3c+d6mWCwxKvb5Os8D8zP4/kljyMuws2F/I9c/8SV1Le0Mzs/gxMNKATjcF0XTXec5cOa5VzxueO836va0a2DUidh1J3+z389pm28FVwzeywVBCAuPVzc/m1NBtj2iOAurRaPR6WZ/QxuNTjftHrVxHrPi+YNbYeObYLHDefdFPLIlCH0dKZ5jwPiBqvO8Kc7dkaomfwRBYEFkxlT1UrhCjDvPARgFfOeM585YLRrnHTkIgDcC81zt6TDnJ+r2gr/1uSiraCJ6uiNSw7DOGyOfbDwY9H47a1pwe3UyHVbKcnuImNJ1ZQzXVg8Dj4Bjbg5rPd0RUucZwGqDCx+BYceAsx4ePgU+/w94peuWShhSZIvW+/tAKDhsFn591gQAPtxQaW4IJYt99ap4HpSXTn6mg++dNAaARVurAbjymOFYfflrU4Yo2XZFdYuZfR1IWDPPXz0FBzdARiGcfCtc/jKLht+IR9c4ovpNeOAEqFwf9c8nCELoBH5upULxnGazUu67vtt0oIkan0ox02E13fmjYsmDsPAf6vbZd6nxPEE4RJHiOQYYcpnAbnA8qG7yX4QdbHSaF2VG4ZoVTuc52pnnToTaeQY4a4oqnj/edLCjGdYRl0PBCJUjvfi+mK4v3sRHth2ZYVhFp42RTzYFL54Ns7CRJVk9O/6uexU2zFfmIOferYrZGGDMiYXk/G7PgEufhfLjob1FdcEfPgUOrI3JWoToqQ0wz7FYYhMtNmFgLiOKs3C6vXyw/kBMjhkphmy7LE9tNF159HDzYjXNZuHio4aa983PdJi56St313c5Vsgzz65m+MjnLTHnJ5CRDxYLa0Zdz2WuX1FvK1KxgQ+cACuejubHEwQhDAzJdqbDij1FIvVM07ADjaaJaUy6zuvnw5s+R+0TfglHXhH9MQWhD5Mar/g+jmHUsL+hzXxDjQeBnWfwG0MYUsnMEGaejeK5stFpGo3FgkZn6MXzYWU5jCzJwuX28n7gBbHVrt6YAT77l5qr6QOo2SKfbDsOxXOPsuYg7PBtjMwaXQQoc7nmIF07I+N5ZHEP884tNf4PzeP+T805xQjDEC2o23YwMgrgqv/B2f+EtFzYswzunw0f3g5uZ++PF+JKrOadA9E0jTMnDwRgfqBSJQns9XWeB+ZlAKoz/rtzJmKzaFx59PAuG2eHD+neNCxkY7VFd0PTASgoV6MtPtLtVhbr47l9yAMw8gQVG/fad+C/N4qMWxASgDnvnAJdZ4MxpepadOP+RrPzHPU1yc7F8PI3AR2mXi2xVIKAFM8xITfdzkBfNyKexjZdi2d1LqMwygrBbTsv025Ki2Mp3TY7zyHINTVNM7vPb3S+IJ50AZROVPLcz/4Vs/XFk4Y2txlhE0vjEEO27XJ7cYZhDGR0nueMLWF4USbtHp3PfdLSQELKeH7rp9B8EEoOg9k/DmP1vRNW59nAYlFznzctgcPOUnnhC/4C9x0HO7+I6fqE8IiF03YwzjpcFc+fbDwYUWwbQFu7h3XdxEaFyr461XkelO8fcZg7rpSvfnsqvzhjfJf79zT3bMi283raaGiqhM/+qW6f9NsOcTBGVNVBPReueAVO/JWKDlz5jOpCb/lAjVsIghAX6lLIadtgrOG4XdkUvdO21wsb3oRnL1Z+I2PnwZl3Kh8SQTjEkeI5RgSLCYg1VY3Bi+dwOs/gj6vaEUPptjGPmBNC5xngrCm+C+JNBzt26y0WdSEISrrdFFxynEoYMVVZDitpthjMFvkI7OKHM/ds/L8OL8piztgSAD7e1DHux+vVWb6zDujBafurZ2D1C+qi/Jy7wZYWxup7J+SZ56APHqgcvy96ArJKoWoTPHKabzY7uiJJiIy6OHSeAcYNyGFUSRYuj5f31kUm3f77uxs541+fdjQpDAOX28tB3+al0Xk2yE6zBZWpm8Xz7roujvd1oci2P74D2pth8DSY+LUO30r3jei0tXvVe+bsW+Dq1yG7TMm4nzofHj8bdi0J6+cUBCE0jOuWVJh3NjBGCLccaKQ60uLZ1azmm+8+Cp67VCkAB09TviMxGtkShL6OFM8xYmypLyYgjp3ngz4ZzrBCwxTC13kOY+YZMOf0Os/GRkM4nWdQO6RjB2TT7tG7XhCPOx0GHalmW798OGZrjBc1cZh3BmWuZvyfhlo867rOdp9hWHlg8byxY2TVy8t3s6WyiZx0G8ePLu56oIMbVSEKyl176PQofpLg+DvPEY4PaBpMOBduXuKfwVr6EPznaNj+aYxWKYRKrdl5ju3rQNM0zuxOqRIihqnXws1VET2+srENXQeH1UJRiK/zCQNzsVk0qppc7PF1rQ16jbipWAjLHle3T72tS7cn3aY+ujtEVZUfBzcugqO/A1aHirZ6+BR45mIxFBOEGJNKMVUG5cVZ2K0azS4Pa/Yqr4WQE0B0XRmC3TlB5TjXbIX0PJj1faVucfSSyCEIhxBSPMcIQy6zuTJ+xXO1r/Nx7Cg1y2oYlIXjtg2hd56f/GIH/12xO6Rj+meeQ/8gOXOyuiCev2pvx29omt/ReelDKZ/7HK+OG/il200hFph1Le1moT2sMJOjRxbhsFrYXdtqFtUtLjd/fWcjAN89cXTXot/VAi9eozYvRsyJW5ajGVUVrU9ARgGcew9c9ZqaDW3YA09/HXYtjX6RQsgYr4N4XEwaSpUFmw+G7Svh8epsqVTvlev2RaZKMJy2B+SlhWyGlm63mkkMK3f5TcN0XQ/oPAd5z6jfo15/ugcOvxSGHxv02ACtrk7jHFlFMO8O+O5ymHoVaFbY9LYaa/jgDyn/XioIfYV63/tdKnWe7VaL6WGyeJvaMCzMDiUOrx1e/Q68/ztoq1PGraf/FX64Dk75vTIqFATBRIrnGDG2zDBqiKNs21c8zxxZCKg836omZ/id52Jf57mq+87z9qpmfv3qGn70wkrTGbYnwu08A5zpuyBeuLmqa5zLhHMhd4iat13zUsjHTAY1voznWHeeIXzHbcNFvSw3nQyHlaw0G9NHqBxyw3X7/k+2UdnoZGhhBlcfW971IG//FCrXKTn0BQ+BJXZS9EBM2XZbexdZa0SMnAs3fg6jT1YGSs98XXXQhYQQj7g2g0ClyrthSq931rTgdHsBWL+vAa83/OfaXl/nuLNkuzcOH+ozDdtdZ/7bwwu309ruwWGzUJzT6T3D7YQXrlTvewMmqxnDIBjFs/FzdSF/KJzzb+UNMO5M5Q3w6d/g3mNh+4KwfgZBELqSirJtgDE+6XaVYRjW26a+swmevUT5JWhWOPPv8N1lMPNbkNaDmaggHMJI8RwjxpQab1hOcwY21hhvhkMLMhlaqC7iNh1ojEvnecl2tWvp1eHLHTW9HjPcmWeA0aXZHFaWg9ur8+7aTtJtq129eYPK9E1h8xvj/zseRUO4jtuGCZyR5w2Y0u1PNh1kf30b9y/YCsDPTx/fdUZ71Yuw/AlAgwsehOzSKH+C7jFk2+0eXc1uxgJHppqDHnyUmtV68mtQH5p6QoiOujjJtg1Mk8HV4Um3A0dpWlwedtSEP64SmPEcDkcMVRtXX/lMw95fd4Db31QS6p/OO6yrT8WbP1Yu8un5cPGT6vkchHS7T7bd3ouRYPFouPQZ5Q+QM1BJMR8/G167Cdpbe36sIAjdkqrFs6GCNOhx5rnpIDx+Fmx5H+yZKg5y+nVx2zAXhP6CFM8xIivNxuB8f0EbD4zOc3F2GuMMmfiBpghmnlXxvLe+rduLr8Xb/QXzku2hF8/hdJ7BL8d8vbN0G1Qsgj0LKtfCto/DOm4iiUdEj4Eh2w6382z8HwPMGasK4M+3VnPbG+toa/dy1PACTp9U1unBC2H+D9Tt2beoTm4cyXJYMRSwYTlu94YjCy5/EYrHKgn3k+eryC0hrhjFczxeBwBnTPYrVcLZoOycgBCJ67bhtD0wP7zO8xG+zvPq3fWs3l3P955bga7DZTOHce2s8o53/vJR/8bVhQ9D4Yhuj5thNwzDQnThH3823LRYXRijwYqn4KkLxFxPECLEeL/r0TE/CRimYQbdFs/VW5Unwt4VkFkEV8+HsaclYIWC0PeR4jmGGG9amypjL91ucblNV+3inLQAd+/GsN22CzLtlOYo5+RlO4JnKQcWzItDKJ6NOdtQcp4DMYyAFm2tNqMVTDLy/UZQX/wnrOMmEqN4jmXGs4Ffth1m57nY37EaOyCbstx0nG6vmZX7q7MmoBkmRF4PfHSH6ki5mqD8eJj7sxj+FMHRNM1vGhbrfPTMQmVykjNIuQ8/c7HMe8aZeMq2oZNSZV3o0m0jAcHq26lZt6++p7sHZW+EneeRxdlkp9lobfdw2UNf0OLyMGt0EbeeM9H/+gPY/aU/T/2kX6vRgx5IN4vnMBQb6XlKknn1/1RO+o7P1Gu+uWuMnSAIPdOnO897lsPDp0LtdsgfDte+C0OmJWiFgtD3keI5hhhzz/HIeq72SbbTbBayHFazUN98oCmsnGdQRcvsAClvZ/bWtbK7ttU0eF2zp54WV8/FW5NTfZCEWzyPKM5i4qBcPF6dt9cEuSA++gZAg83vwsFNYR07UdTEVbZtdJ5DK56DdZ41TTOl2wDnHTGII3wxOjTsVRfQn/wJdC8ccTlc+lzCZFuBc88xJ38oXPmKksDuXgKf/Dn25xBM4uW2HcjZhxsmg6FLtw0l0OwxylU+ks7zfl/xXBbmzLPFojFliOo+N7a5GVmSxX8um4bdGvDR62yCl78J3nbVIT7u/3o9bppPtt3a7gnfL2DEbBVrlVkE+76CR09X7wOCIIRMqhbPw4uycNj87y9FWZ0iJje/D4+dBS1VUDYFvvmeGu8QBCFkpHiOIWNLDdOw2BfPBwMk25qmMcY414FGU7YdaucZAuZgN3YtnpdWqE7zlMF5DM7PwO3VWeHLBA5Gu8drdkDCLZ7Bbxz24YYgGa6FI2HcGep2inafjaIhHoZhuWEahgWbeQaYM079f6fZLPz0+EL1Abrgb3DvLNWBcmTD1x6A8/6TUJMQv+N2hHFVvVE6Hs69W93+7J9KoibEHOUgHT+3bYMzfdLtRVurzU3DnnB7vGw7qDaUzjtyMBCZ4/a+esMwLLzOM2BuVOVn2nnk6unkdf79vPMLqK2AvKHKNV7r3c3b6DxDD6ZhPTHoCPjG25A7WCkzHjkNaraFfxxBOERpSNHi2WrRGFWSbd7OCRyl++oZePZilR8/8gT4xpuQMyBJKxWEvosknscQf1xV7GXbVY2+4tkntx5dmo1FU7ufRlc41M4zwHGji7FoqvjeV9/awUXWkGlPLy+kqsnJnq9aWby9hlnB8oChw0VsVgTF82jfG311d3OMx3wHNr4BK5+Dk36jJLkphDF/GXKeYk9seFPNHafnQ/4wzmrOQ7faGbl/FGzapaSX6XmQWQzZJR0eWt/aTk2zi3ScjNr3Bnz5uYqdcrcxr72VBSXVDHDtIu3BTjLNgYfDhY9C0ajo1x8mce08G4w/GyaeD2tfgVdvgm99DLbUmlPr6zS7PLh9LtbxmnkGlWNakGmntqWdHdUtTBiU2+P9K6pbcHm8ZNitnDR+AJoGBxqcVDU5Kc5O6/GxBk63xzRrHBTmzDPA1ceWU9vi4tIZwygv7pSVuvEtWP44oMF596rXdgikBxj9Odu9HYrpkCkZC9e+DU+cqwrnx8+Bb7ylFBuCIPRInZHznGLFM6hRrfX7GijIdPij9Rb9G979lbo95WI45275HBSECJHiOYaMLs1G05SMN5yLs1AwCssSX2Zfut3K8KIstlc10+5RF61ZYXSeC7IcHD40nxU761iw6SAXTx9mfs+Yd54xopCqJhevfrXXdN8OhiEpTrNZOsiFQsXoVnebZTx8lirw9q2EJQ/C3J+GfY54Umt23KL8IGqqVC64rTXQdACqNjIZmGwHdgPPdLp/4UiVwzxyLoyYTdX6Fdxhe5CzbV+Q/npHJ10LYP4PaxYoGg1lk2HoTJh2Ddhi91wNB7N4jvXMc2fO+Cts/0SZz336dzjh5/E93yGGsYGUZrOQEaJxYaQML8qitqWOHdXNvRbPxgjN2AFq9nhEURbbqppZv6+B48eU9PhYA0OynWazRDSaMSA3nTvOn9L1G81V8L/vqtvH3AQjjg/5mHarhkVTaQhtbg95RHgBnz9MdaAfOxOqN8OT56m/Z4f2uxGEQ5F2j9f0mkm1zjP4GzmFWb61rXzeXzjP+j6c9DuwiPBUECJFiucYkuGwMrQgk501LWw60BjT4tnoPAfOr4wpzWZ7lT9uKjPMi9Y5Y0tYsbOOTwKK56omJ1t8nfPp5YVm0b5iZx0utzdocWzGVIXptG1gOHQ3dSfD1DQ49ntqLnDhP+DwS6BgeETnijW6rpuy7agMw3Qd5v9QFc4DJsOpv4e6XWzYsIYNG9YwOrOVSUVAax201asYpppt6mvZowCMAkYZ/wX5w2Hi11TUlC0d7Bnqz/zhSsrcTQROojFl2yHOdEdMVrEqoF+6VuXdjj8byibF95yHEPF22g6kvCiTr3bVUVHde+TURl/xbBgsjh+Uy7aqZtbtDb143lvnMwvLz+ho8hUNug6vf1/lOZdOgBN/HdbDNU0jw26l2eUJ3XG7O3IGwFWvwiPzoHoLPPU15bybkR/dcQWhn1IfsNmbm4LF87ThKiJvVEk27FgE/7tZfePY78Epv0/iygShfyDFc4wZOyCHnTUtbD7QxLGjgsucI8GMqcrxX5yOHZDDu+v8c8LhSqbnjC3hrvc38+nmKtweLzarhS99887jBuRQkOUgP9NOUZaD6mYXq/fUMW14V8m0IduOZN458HHddp4BJl0AXz6i5nPf/DFc9kJIs4HxpqHNjccnV41q1nPNy7BhPlhsau54oOpU7Uzfzw9WL+Pw3Hxe+9Ys8+7tLXXYd30O2z5RMV4H1+OyZPCaazqVoy7kpquv7BM7ywnrPIOSbq95Rf2eX/sOXPeByhOPgrZ2T2SS2X5GbQLmnQ1Cyak32Oxz2jYMFicMzOWNVfvCmnve36BUHGW54c87B8XtUhteG+aDxQ7nPwD28I+dbhbPMchIzxsCV72mCuj9q+GZi+DK/6rYN0EQOmBsFuak20wX/1Ti6JFFvHzjsYy1HVCRdB4XjD8HTr412UsThH5B6l9d9zGMi7SNMXbcNmbuArvZhrs3gEVTssJwmDIkn/xMO41tbr7aVQfAku0qumr6CLVzqWka08tVwdxdZFVjhBnPBmbn2eXG6+3GOVbT4Ky71MXm5ndh3asRnSvWGCZJmQ5r5EVUU6XaEACVrzzQL/E03LabfDPBWyobufLhxRx22yLe80yF0/8EN30BP9nOb8e9xi3uG/AOO7ZPFM7g37WP68yzgaapqJ70fDUC8Pk9UR3uqS92MOE3b/PO2tBjk/or5vxfAorncl8MW0UIxfOmTp1nQ+YdjuO20XkemB9B8dzWoIrRtf+Fd34JD58GfxoKb/1Eff/EX6nxiQgw3m9ao+08GxSNUgVzeh7sWgzPXqoULoIgdCBVnbYDmVaik/Oy7zU8eJrapOsj1wWCkOrIKynGmKZhMS+e/W7b/nP5XZGzHLawJYVWi2ZKF43IqiUVarZ5xogi834zRqjieUk3xXNThBnPBjlp6gNI16GlpwvBkrFwvC/G5a2fKvlykvHHVEUoVzXl2rXqIvr4H3X4tiGFr21p549vrmfeXZ/y6eYqPF6du97f5I+pySxkS6363Q3vbEqUwhhu4nFz2+5MThmc9kd1+9M7oaX3DPPueHfdAbw6LNxcFaPF9V3qWqJ8HYRBudl57lm27XJ7zbGWcb735YkDVfG89WBTyHJnw2l7UCgxVc5G+OD38MBc+HO5KpTvOw5evAY+vxt2fQHuNsgogBnfgmO/G9IagmHEVUUt2w6kbBJc/jLYs5RHwL2zoGJh7I4vCP2AlHPa9nqharN6ra55BRbfD09/XY115Q1T8ZP28M0OBUEIjhTPMWaMr6DddKAp/PzNHjCK56Js/8XpiOIsUzKUGYbTdiBzAvKeG9razY7MjHK/PNsonpdV1JoS5UCaTNl2ZB8k6XaL+XP0KN0GlYFaOEoZan3wh4jOF0sMuWrE884d5Nr3dpERG7LmmmYXDyzYhturc+JhpaTZLKzd28DygAgxYwa0vCg15plDIaGdZ4PDL4UBk8BZD5/dFfFhjNdKKB3Q/k5tc/wzng2M4nlffVuPhWNFdTNur05Oms2MmCrJSaM424FXDz1ScF8onWddh1Uvwr+PUoZ0e1f4u7YZhTBoKkz7hnqN37wMfrJdzeBHkaduOG7HtHgGGDodrpmvDAkb9qhM2PdvBU8CX6OCkMKkVOd530q4fzbcfZQy/nvpG0rZsudLSMuDy19U3ieCIMQMKZ5jzKgSf4TUQZ/JVywwZNslAZ3nNJvVLJTCcdoOZPYYNZe9anc9765VnbThRZmUBeSZjh+YS06ajUanm/VBZgWNgjdSwzBN0/xzz85eLtDs6XDWP9TtpQ/B7i8jOmes8BcNEXyI7lysus4As38SVL6Zn2U3R7vLizJ59JrpPHLNdM45fBAAT3xeAai5c+P5ZsyE9gUSOvNsYLH4DZoWPwAN+8I+RGVjm7mh1VsH9FCg1uw8x/9iMj/TbioWdtZ0/7s3iuPRA7JNVY6maYz3dZ9DnXve63Pb7rbzvH8NPHoGvHIdNO2HghHwtfvhhs/g57vhp9vhWx/B2XfBEZdB8eiY+DUYruYxmXnuzOCp8O1P4cgrAB0W3gkPnwI122N/LkHoYxjv/YkYU+kWtws+vB0ePBEOrFaGoIWjYNixMOFcmPFtleNceljy1igI/RQpnmNMut1qdkY2HYhN3rPL7TV3Ojs7eI/zzT1H2nkuzU1ngu9i8l8fbAY6dp1BybunlasZ6GDS7cYoDcMCH9sYiuvyyDmqe4iuol6ikN5GS8Sd5+0L4MmvgbMBhh/nl6N3Ijfdzh1fm8yt50zknR/O5oTD1A7y1ceWA/Dm6n1UNraZBVxhliM1dsNDxN95TpBs22DsaSqmy90KC/4a9sMDZ2Z317bgcsehgOlDJFK2rWmamZdcUdV919+MqSrN6fDv4c497/fJtgM3FNF12PoRPHsZ3H887FwEtgy1KfOdL1QiQNkkSMvp5qjRk+6TbTvdMe48G6Rlw7n3wNcfVz4Be1eoAnrfyvicTxD6CFsPqvedEckakdq7Qo2GLPgLeN2qWP7BGvjecrj2LbjoCTjjL5IoIQhxQornODAmxqZhxlytzaJ1KYzG+C4MMyPsPAPMGaek20YXZ/qIro7aPc09mzPPEXaewd+1bnaGeCF46m2QWQSV6+Chk6FqS8TnjoaIZp43v6/mkdqbYeQJSlbVg+vzJTOGcfWx5aTZ/BskkwbnMXVYPu0eneeW7DKdh4f3Ick2BERVJbLzDKrzd9Jv1O3lj4fdUQvsWnp12FPX2sO9+z+GYVhegjoxw0OYezY2LwONFQFzszCUznOry2NG0Q3KywBnk8qav2emykTe+AboXnXxevNSmP3jiJyzI8GQbbe64lQ8G0w8D25cpJQxzQfh0TOVy78gpBBuj5efvLSSBxZsjfu5/Pnx8dsc65a9X8HDp0LlWsgshq8/poplyWYXhIQhxXMciLVpmCERKsxyYOkUi3D0SGXsNaoku8vjQsWYezaYGax49nWjl1bUdJnlNqTWseg89yrbNsgqhqtfV2YYNVvhoZNUNzfB1Iabb7t+Pjx7iTINGjtPGXlEmLlsdJ+fXrzDzOYu70OSbQiQbbe1x9QjICTKj4NRJ6md+4/vCOuhnbuWh/Lcs8ers2aP+n0MyY+zKY3XC5XrOSJTGRv29HvfVGlc4GarTnFrLbhdTPR1ntfva+je3d+HYRaW6bCSu+NtNVf45o+haiM4smH69XDTEnXxmj80Fj9hyBhu2zGfeQ5G3mC45g0oPx5cjfD0hbD21fifVxBCZMn2Gl74cjd/eXtj/NQYgK7r/vz40gQXz16vev/xuGDkXLhpMUz8WmLXIAiC5DzHAyMWZVOMiueDQZy2DY4ZVcSHP5rD0MLIO45ThxWQnWajyelmQG4aw4Ica/KQPNJsFqqbXWw92MzoUn+xbhiGRTrzDP6udUiybYMBE+H6D+C5y2D3UiWDPvNOmHZ1xOsIl9pmQ7YdQsdtywfwwlWge1Sn6vyHwBa5zPX0SQP5Q/Z6DjQ4efKLHUBf7Dyr31u7R6et3WvOcSaMk34NWz+AVS/ArB/AgAkhPczoWuak22hsc7OjqhnGxXGdKczi7dVUNTnJy7AHVa1ETc021enc/gls/xRaqvgmMM0xiuU7zoS2YSpeKYC2dg87qltIw8WUqjfgg4dUZBQwyp7ForR06vUsWp94iKxB46FkHBSPg+IxkJFvHmdffRul1PJ3x5Noz3+h/jF/GBx9k5pfTs+N/c8bIqbbdqJGBtLz4PKX1Gz3+teVg3jzX2HG9Yk5vyD0wJIKpYpze3W2VDYxcVBeL4+IjAMNThrb3Fg0GFmS4M3qlc+qax1HNpx3n2oiCIKQcKR4jgPjzM5zbGaeq3xGUMU5XYtngJFRdJ0BHDYLx44q4t11B5gxoiho5FWazcqRw/L5YlsNSytqOhTPjVFGVQU+1ijEQ39gKVw9H167Cda8BK9/Dxr3w9yfRryWcKjxzXr26jLcVAn//bYqnCddqAyFrNG9/Bw2C5fNGMq/PtxCpe850tc6z1kOKxZNSZ8b2toTXzwPOlJtZKx7DT78A1zyTK9mTi0utxmBdMqEAbyyfI/pdH4oMn+VMlybN7EMuzWGYqbqrfDeb5QbfSD2TLxuF0dYtnJE3b/gbw/AYWdCyWGQVQLZA9jXksb3Lc9zheND8t7pqBLQ2psZpDUzSKuGip1Q8V7H42cPgOKxUDyWgjor76c9Sa67VTniH/s9mPOTlIh9yUhk59nAnq5moN/4ESx7VHXB9q2EM/6WMLm6IAQjcKRs3d6GuBXPRlOkvDjLVH8khLZ6eP+36vacn0DuwMSdWxCEDkjxHAcGF6gLq0anm1aXJ+qCoNrX3SzOjp8Zzw1zR3GgoY1rZ5V3e5/Dh6jiubPjdlMMDMOMrnWvUVXBsKfDBQ+prtHHd8DHf1QzxN2YcMWSulAMw3QdXv2OmhcsnaBMeKIsnA0umzmcez7eakaI9bXOs6Zp5GbYqWtpp6G1nQG5SbgAP+FXqpO28U1lQHfm38EWfKMKYMP+RnRdxR4dNbyQV5bvMWfODzXcHi9vr9kPwFmHx+hirrVOmbgtvh+87aBZlIPsiNnqa/A0aqoOcN+/7+Ai68eMde9RkW8BjAC+Z7zEcoeo7uiRVyqn9dZa7nnzS5as28KV4zycXNIABzeqnNTGvSoGr+kAVHzKBAANdmaMZ9jVD6WUAY9ftp1gszqLVSUe5A9VcYErnoT9q+CiJ6FgeGLXIggoU9XlO2vNv4fqpB8Jm7oxIow7H/9JXUMUjYGZNyb23IIgdECK5ziQ5bBit2q0e3RqWlwMdkTXpTA7z0Fk27Fi6rACXrv5uB7v050cPRaGYRF3ng00Deb+DKwO+OBW9WVLg2NuinhNoVDTHMLM8+L7Yct7YE2DCx6OaYemLC+deRPLeGO16v71tc4zqLnnupb2xGY9B1IyFub9Cd7+mSoEDm6Ei5+EnLKgdzfmnScMzDWj4g7VuKovttVQ0+yiMMvBMT7/hYjRdVj+BLz/O2j1dZFGn6zMAUvHd7hr0YAhPGs9h4dcZ7Dw8lyGHPxUxUQ1HYSmA9RX7WVtayHbR17G5Vfd2HGzKqOA3NFWPlmThcVbwslnzPB/r61BFdFVm6BqIytXr+KFquEUH/stfljWcQ3JxnDbTmjn2UDT4PgfwcAj4OXrVPf5gTlqFGXMyYlfj3BIs3pPfYdNpFCd9IPh9nh5evFOZo0uYnSQAtlQFI4dEJ3iLywOrFPXEQCn/zmqcS9BEKJHDMPigKZpZjFlzMRGQ5U585zcN8zu5OjmzHNa5E672b7HNkZaPBsc/38w9+fq9ju/UM64cULXdX9ET3czz/vXwHu+TOHTbg95pjYcrjpGdXtKctKSmzsZIX7H7QTHVQUy89vK9Tw9D3YvUTEgu5cFvavR1ZgwKJfhvqiSXbUtuD2HXlzV/FV7AZg3qQxbNJLt1lp4/go1dtFaoyTYl78MV7zcpXAG9R6rHLc1NtrGwYm/hHP+DZc9B9/6iB8PeZrL2n9F+9izgqo8pgxWks6FW6o6Jgik58KQaXDEpXDy7/hH/s942nMyA/NTb1PKcNtOSvFsMPok+PYnavyhtVYZiS26O3nrEQ5JlvrmnQ3l1bp9DREbUD71xQ5++7+1/PTl1UG/b5qFJcppW9fhrZ+oka/xZ6vXnCAISUWK5zhhyHiNHOBoqGoyZNvx6zyHwujSbDRNyciNgh5i1HmORrbdmTk/heN8ku03fwxfPhL9MYPQ6HTj9smlg3aeXS3w8jeVM+bYeTD9urisY+bIIu69fCr3XTEt6Lx6qhPouJ1URp8M13+kjKMa98Gjp8OL34Av7lWFtNsFrhYcFR/zU9uzfGvjdQy6dyz3O+7iOH05+2pj43HQV2j3eHl7rU+yPTkKyfbOL+C+49Vss8UOp/wBbvis1w5mebG6UA42b95blMyUIXmcMbmMdo/Ot5/8slvZ/b66NgAGxttFPAIS6rbdE/nD4Np3YNo1gA7v/hLe+6266BeEBGBsgF06Yxh2q0Zjm5vdteHHB3q9Ok98rsw3V+6qo7nTZr6u62ayxbiyBBXPa1+Bik/Blg6n/TEx5xQEoUekeI4TRgewJqad5+QWzxkOK0ML1AWrId3WdZ0ml/qAyUqLfLY7J1rZdiBGhu8xN6u/z/8hvHYzuGI7l2qoCjId1q7GIV6PKtwPblAGROfe06sRVTScPnkg04YXxO348cQsnhOd9RyMolFw3fsw7gzwONWFy9s/g4dOhD8NRf/TMH5X/ytutL1OQe1qNGcDp1mW8Kjjr5Q+PE0VDTXbkv1TJITPtlRR19JOcbaDmZFItr1eNdv86BlQvwsKR8J178Gs74XkCeDPeu74um51edjhy6zvrjukaRp///oRTBmSR21LO998/Evqgzz/9vqiqgblpZ4Zll+23b3iYV99K+fd8xl3f7g5vouxpcFZd8HJv1N//+wu5R/gSaKaRDgk8Hh1s/M8a1SxGR8Vydzzwi1VbPOZQbq9Oit21nX4/t76NpqcbmwWLTEjUm0N8PYv1O3j/k9tVAmCkHSkeI4TRue5riX6gsDoPBclWbYN/jkfQ7rd4vKYDYaoZNux7DyDKlRPvQ3m/AzQ1CzrA3OVjDpGGBsjXbrOrmYVSfXV0+rv590rkRI9YMq2Y/V/Hy3puXDx0yrX9sRfwZjTIKMA3G1o3nb26EW84p2D97z74Jvv8W7uBVTrOaS1Vqqi4d9HwX9v7PdF9Bs+l+3TJw3EaglzY0jX4a1b4MPblBxx8kXw7QVK/hsixrx5587zZ1uq0HUoy03vcdQlw2HloauOYmBeOlsqm7j5meUdpPdNTreZJFCWksWzr/PcQ6btHW9u4Ktdddz53iY27I+fiRKg3nOP+6GSz2sW9Z774tXQ3hbf8wqHNBv3N9LY5iY7zcb4gTlM8OW4RzL3/MTnFQAYb2dG/JWB0TQYUZyFw5aAy+ePbldeDoUjYdb3438+QRBCIuJXv8vlYsKECXz88cddvrd582bS03u/2CguLkbTtA5fTU39Q/poFFTRdp49Xp2aZtV5Lkly5xm6moYZnWKrRTM7IZGQ5es8Rz3zHIimwQk/h6v/B9llygTowRPVHHQMJIXGxkiHeefGA/DYmUqCahiEyYxSj0TTeW52ulkfxXxbt1gsUH4czL4FLn8BfrIdvruc9099l1nOf/Fk2U+xHHEpDJ3B4rE/5mjnPbw46g4YdaIqBlc+o4roV2+Cmu2xXVsK4HJ7eceQbE+JQLL98R2w9CFAg7P/Cec/AGnhySC76zwb5nmnTy7rdYyhNDedh64+ikyHlU83V/HzV1azYNNBFmw6yJu+4+Sk2chJTz0vAaN4bnUFL56X76zlfyvVTLpXh9vfWB/710kwpl6lnLetaep98JmLwJMCqhKhX7JkezUA04YXYLNamDDQVzyH2XneVdPCBxsqAbh21ogOxzbobRwkpuxdAUseULfPvFOi4AQhhYio2nE6nVx++eWsX7++y/d2797NOeecg9PpDPJIPwcOHKC6uppt27Zx8OBB8ys7O4EOhnHENAyLcua5tsWFV1d1YI9xSAmis2lYYMZzNPO2frftOFxkjZgNN34GY05VUtw3fwxPnKNcdaOgS+e5cj08dJL60MsoVEX75AujXX2/Jzcj8pnn7z+3gtP/+SnfeGypmb0cFzQNikbxZX0eoJkXaKA6oO3YeMc7A678L1z3AYw+RRXRXz0Fdx+lXKT7EQu3HKShzU1pThpHlReG9+Av7oNP/qxun/k3NSsbwXuHIZvcXdtKu69j3Nbu4b11BwA4a8qgkI4zcVAed118BJoGLy7bzVWPLOGqR5bwk5dWATAwPzUvWv2d566ybV3XuW3+OgDmjC3BYbXw6eYqPt50MDGLG38WXPkKOHJg+yfKQV0Q4oDRHZ4xQr0PRdp5fuqLHeg6HD+mmEtmKHn0ip11OAOUHRv3G07bcS6evR41bqZ7YfLXYdQJ8T2fIAhhEXbxvG7dOo4++mi2bNnS5Xuvvvoq06ZNC6nrvH79ekpKShgxYgTFxcXmV3+hwDQMi64YrG7yF2hRudnGiDE+2fbGA41q3jkGGc8QZc5zKGQVw2UvwGl3KOON7Qvg3mPhoz9GLCs0NkYKMh2w9SN4+FTf7KZvbnbY0bH8CfotuemRuW073R4+3VwFwMcbD3LaPxbw57c3dDF5iSVGN2PioDzz37p0QIccBVe8BN98H0aeAF63mv9ceFfc1pVo5q9UXdkzJocp2V71Arz9U3X7hF9FZaJXmpNGut2Cx6uzx2cO9MmmgzQ53QzKS+fIofkhH+vUiWX8/euHc/iQPCYMzDW/Jg/O4ztzR0e8xnhiKH2cQQzD3li9j+U768iwW/nLhVO4ZlY5oLrPCXOFLz8Ovnavuv353bDuf4k5r3DIoOu6aRZmFM/jfRube+paqQ/x+qvV5eG5pbsAuPqYckaVZFGU5cDp9rJ6d715v82VRuc5zk2eLx9Rm/BpeXDq7fE9lyAIYRN2NbZgwQJOOOEEFi5c2OV7b731Frfeeiv/+Mc/ej3OunXrGDNmTMjndTqdNDQ0dPhKZQp8hmHRRlUZZmFFKdB1BhhVko1Fg/rWdg42Os1iNycKp23omPMcN2mhpsEx34HvfKGclT0u1QG79xj47J/w5aOw+iXY+BbsXKzMOnrAKJ5Pan1XRbQ4G2DYsapwLhoVn5+hHxJp53n17nqcbi8FmXbmjC3B5fFy78dbOenvn7BsR208lurPeB4U2Hn2Fc81LXi9Ac/dodNVJ3rWD9Tf3/8tvPvrPu9C3LG7G4Zke9O78OqN6vbMG2H2j6Nah8WiMbxQ/e4rfBsX831z2GdOGYglzDns86cO4bWbj+PN7x9vfr3+3eM478jBUa0zXhid58Y2d4eCuK3dw5/e2gDADXNGMSA3nZtOGE1Bpp0tlU086ysSEsL4s/3Gja/dBNVbE3duod+zvaqZqiYXDpuFKUPUhmZehp0hBcodP1Tp9usr91Lf2s6QggxOOKwUTdOY7lPUGJ1tr1c3FXdxjalq3A8f/F7dPvk3kDMgfucSBCEiwi6eb7jhBu68806ysro6Dd5///3ccMMNIR1n/fr1eL1ezjjjDIYOHcq5557L1q3df7Decccd5OXlmV9Dhw4Nd+kJxeg8RzvznCpO2wbpdqvZadt0oMmUWUfbeTYMw9o9Os4gMsSYUjgCLn8Jvv445AxUxk7v/Qbm/0BFSz17CTxyKvxpGPx7Grz0TVj0bxVX5PWvrbbJyS225zh35x9Vd3HyRXDVq5AZpoz1ECfSmWfjombmiCIe+8Z0HrzqKIYWZrC/oY3b3lgX83VWNrZR1eTEovnHFwAG5adjs2i43F72N3RSMWganHKril8CWPSvPu9CvHxHLY1ONwNy05g6LESH99Za+O+31OtkysUqciUG7vNGruuO6hZaXR4+WK+K+jNDlGz3ZYwxnj11rZz174VmB+6xRRXsrm2lLDed62er2c28DDs/PGUsAP94b1NiY+FO/h0MO0ZtLj5/pYrwE4QYYDznjxyaT5rNn3gRztyzrus8tqgCgCuPHm4qaYxOtnGOPXWttLZ7cFgtpllhXHjnF+q1MngaTPtG/M4jCELEJE0HvGHDBqqqqvje977Ha6+9RlpaGieccAKNjY1B7//zn/+c+vp682vXrgTunkdAYabhth1d8Xyw0Vc856RG8Qx+ydKmA43+mecoO89ZDv/j4ym7NdE0mHge3LQE5v5CzRWNOwPKj4dBUyF3MKBD9RZY8xK8+ysVV/S30fDy9bDqBc7f/ltusvmkiHN+qkyPbKnz/9RX8Heew/t/D5TraZrGKRMG8Og1MwDYsK+xYxc4Bhhd55El2WQ4/BdqNquFoYWG83M3c9ezvueLK/O5EM/vu86pX+2uA2B6eWHo3d1P/qIK6JLx6vdgic1HT3mxv/P88cZKWlwehhRkcPiQvF4e2fcZVZLNHedPJi/Dzob9jVx0/+d899kV3POhGqm65bRxZAa8r146YxijSrKoaXZxz0ddx67ihtUOFz4KWaVQuRbe+FGfV18IqYHxGTBzRMcN63DmnpfvrGXdvgbSbBYuOsrflDGK5y8ravF4ddMkdWRJVvxG6JY/CWteVp8TZ/0DLJHHfwqCED+SVjy/+eabrFq1innz5jF16lSefPJJ2traeP3114PePy0tjdzc3A5fqYzpth1l8Vzt61z3FLmSaAyzjM2VjTGbebZaNLJ8BUlMsp5DJT0X5v4ULngILn0WrpnPYxMf4bj2u1l/xQq4/GUVVzTuTEjLhZZqWP0CvHI9RzV9hEu3smLqHXDCL+Ka49yfMaOqwug8e7w6yyqUNHtGwIVTeVEmDquF1nYPe+paY7pOo4sRaBZmENgB7ZYjr4CLnkBFpz0FB9bGdH2JYuWuOgCOCHWmuGqz3zV23h9VMRUjAn/vgZLtaMwL+xKXzhjGRz+ey6UzhqFpSn7a6HQzaXAuX+skN7dbLfzyzPEAPLqwgn31sX199EjuQLjwEVUUrHzG/3wQhCgw1EfTOxfPYXSen/x8BwDnHjHIVAyCmp3OSbPR5Et02Bhvp+2dXyiTMFCb8QMPj895BEGImqQVz3a7nYyMDPPvaWlplJeXs3fv3mQtKaYY8UVt7d5uo0RCoaoxtWTb4J/32bi/MWYzz+DvXjcmOe/3xWW72V3bys/f2Yc++iQVV3TpM/CTbXDNmyrLdMBkKrVirm7/Gc3jL0rqevs6pmy7rT3keff1+xpodLrJSbOZBjGgusAjS4yxguAqlkgJNu9sYMw9d9t5Nhh/Nkw4R93+9M6Yri9RrNylDHQOD7V4fueXSq499nQV5RVDjN/7xv2NfLDBN4c9uf9LtgMpzHJwx/mT+d9NxzFteAHZaTZuPWdSUFXACeNKOWJoPi6Pl483Jsh522DE8UrCDfDWT2H9/MSeX+hX7KlrZXdtK1aL1mV8xHiP3lLZiKuHMTCvVzcd6AO7zqA29KeVq+Mu2V5jzjvHxSysbic8dzl422H8OTD7J7E/hyAIMSNpxfPYsWN58MEHzb83NzezadMmxo8fn6wlxZTsNBt2q7p4iSauyj/znEqdZ/XhsflAk5nLHG3nOfAYCe08d8Lj1dlSqT4kv9pVx+u+bhagOmbls9QF4I0LOdN2P597J3bMeRbCxpBtt3t02tpDm3c35HrTygu6uD2PNbPIY5sZH1LnuSqEec7jf6T+XPtKnzNQ2l/fxv6GNqwWjYlBNhG6sOV92PwOWGxw6m0xX4/xe99T10pbu5fhRZlMGpzaqqR4MXlIHi/feCwrf3sq04YHn0XXNI3jx6hUi6W+11BCOfZ7KpoMXflL7FqS+DUI/QLj+TtpcB5Zna4/BudnkJdhp92jmw7Zwdhc2URdSzsZdmvQzcDAuWdjMzbmZmHOJnj2MmipgrLJ8LX7YjbWIghCfEjYK7S9vZ2qqiq8PsOls846iz/84Q8sWLCAjRs3cs011zBixAjmzZuXqCXFFU3TyM+M3jSsqsmQbadO53lEcRZWi0aj020Wmtlp0ReQ2b4OZNziqkJgV01LB8OyP7+1gbYgUTC6rptO6qmQv92XyXJYMerfUI2MOseTBOLf3Ild57nF5TZzpMcHKZ5D7jyDkuONOU1leC7sW93nlb5557EDcjrM0wbF41ZdZ4AZ34bi2Ec+DczLwBEwf3jm5ENHst0dvUWHGa+ZxckonjUNzvi7ev672+CZi/vcBpKQGiw18p3Lu24UaZrml273MPdsyL6nDS/AHmSO2ZilXlJRY17rxFS27fXCf78NB1ZDVglc8iw4uprxCoKQWiSseP7ss88oKSlh586dgHLPvvjii7nkkks48sgjzXlnq7X/GCT4TcMidzatTjG3bYA0m5URPqOeFTvV3Gm0hmEAOSnQeTbmmkaVZDEwL509da088tn2LvdrdLpx+wypjPl2ITI0TfObhoUw96zrunnh1NkoBgLGCmJYPG+pbELXVWRcSRDzvsDZ25Ck50ZM08rnoC61zQ8D8c87h2DItexROLgBMgphzi1xWY/VojEswPn2rEPAZTtapg5Tag0le02C87XVpuafBx0JrTXw1AXQlGAJudDnWesrirsbHzFNw3qYe+5pExZg8uB80mwWappdON1e0mwWhhXG0Gn7kz/DhvlgdcDFT0N+aqfICIKgiKp41nWduXPndvn3uXPndrmANP6tvLwcUDPOf/3rX9m7dy8tLS28/vrrDBkyJJrlpByGnDdS0zBd183Oc1EKybbB392r9W0M5MRQtt2YxOLZ6FZOGZLPT+aNA+A/H201Xc8N6prVz51ht5p5q0LkBM4998bWg81UN7tIs1mYPDi/y/eNzsCWyiY8MXLc3nSg567DkIJMLBq0tnu6PFeCMnSGcnb3ulV8VZhUNzm55cWVfFmR2O6h0Xk+fEh+z3dsrYWP/qhun/hLyAgx0ioCjNiYkcVZjB8Yx/zVfkJWmo1Jg9Xmx9IEP39M0rLhshcgfzjUboeHT1Euw97QxjaEQxuPV2fD/u7HaAL/vbvOs67rLNleDWBmOnfGYbNw5LB88++jS7N7VXaEzMa34JM/qdtn/QOGzYzNcQVBiDsyWBFHjI5kbYSy7YY2Ny6PuphIpc4zwJjSjhepseg8G8dIpmzbKJLGDMjm3MMHM2VIHk1ON/94f1OH+xkbIiLZjg1+x+3e/+/NbM9h+ThsXd/ChhVmkmaz4HR72VUTm87aZtNpNbhZjMNmYXCBMkCs6MlxOxCj+7z8CWiqDGs9/1u5lxeX7eafH2wO63HR4PXqrArVLOyTv6iuYsl4mHpNXNdlFPIXTBtyyEu2Q2WGaYRUm7xFZJfCFS9D9gBVQL90Ldw/Gza+LVFWQo9sr2qmrd1LpsPK8KLgMufAznMwNdDOmhYONDixW7UOBXJnZowoMm/HTLJdvRVe+ba6Pf16lcQgCEKfQYrnOGLEHkRqGGaYheWk2VKuu9n5QyS2hmGRy9yjxTAFGVuag8Wi8aszJwDw3JKd5k43+DdE8jPFLCwWGJ3n+hBk20a3IPCiJhCrRWN0qT+LPBZsDMEsJqy5Z4ARc2DwUWr28/O7w1qPEYkVa0fxnthW1Uyj002G3cqY0h4cZ7tEU0X/3tAT188eyTPXz+TGOaPiep7+hPHaMV5LSaN4DHx3GZzwSxUFeGA1PHsxPHwq7P0quWsTUhZDin1YWU63neBRJdk4rBYa29zsru0ay2Zswh4+JL/H66vA0aAxsXDadjbB81eAsx6GzoTT/hj9MQVBSChSPMeRwig7z3t9ObXFQWYsk824so4fIjGZeU5y59nt8bLtoCp8jM2BGSMKOX1SGV4dfv3qGtp9SoBa6TzHlHBk20t9+c7B5p0N/I7bsSkuN/ci24bAuecQi2dN83eflz6s4kpCxOioH2hwUh+Fp0I4GPPOkwfnYQtirmPy7q980VTzYh5NFYx0u5VjRxUHjWYSgjPd13neerDZ3KRNGmk5MOcn8P2VMOsHYMuA3UvgwROU4Zwztq75Qt+np9hAA4fNYha7q/fUd/l+b/POBkcOy8fme28ZF23nWdfhf9+FynVKcfH1x8Em1xCC0NeQ4jmOGF3JmggubnVd575PlAvpkaHmqSaQ4UVZZhQX9I+Z54rqFlweLxl2K0MK/BnkPz99PFkOK0sravn1q2vQdd10UBezsNjgl233/FrZXdvCnrpWbJaepXbGRVMs4qqanG72+Dayesr49Heew5CKj52n4klcTXDfcbD2vyE9bFeA0dOmHqJYYok579yTWdiWD2DT275oqtsTsi4hfPIzHRxWpgqBRM/Nd0tmIZxyK3z/K5h0gXKj//xu+M8xsOndZK9OSCH8sYE9GxcePVIpLF5ZvrvL9wyn7em9FM+ZDhuXzxzGhIG5vRbavfL5PSqi0GJThXPuwOiOJwhCUpDiOY4YXcm6CGTbH22s5LMt1TisFn54ythYLy1q7FYLI4v9hUTnnMVISPbM82ZTmpvdoYs1rCiTf192JBYNnlu6i4cXbjcd1AtEth0T/J3nnv/vlwRke/YUlTQuhp1n43lRmpNmxs8Fw5i9C7nzDKr7fPFTMHgatNXDi9fAqzeBs/t167rOrhq/DDFR0m2j89ztvHMCoqmE2GGYJCUlsqoncsqUG/dlL0LeMKjfCc98HT7+c7JXJqQIoXSeAS6fOQyADzZUdvC/ONDQxo7qFiwa3WaiB3LruZN48/vHk5Mexef91g/hvV+r26fdAcOPifxYgiAkFSme44gx8xxuznO7x8vtb6wH4BvHlTM0ltEIMSRw/icmhmFJjqoyzcJKu0qzTjxsAL/0zT/f/uZ63lm7H/D/HwvREWpUlVE89yTZBr+8etvBZtye6Bx8Q5FsA2Z82+YDTVQ2toV+goJyuPYdOP7HgAZfPQX3HQ87FgW9e3Wzi9aA7PHNMeiu94bT7TG7Pd06bS97FA6uj2s0lRA7jC7aklQrng3Gngo3fQEzb1B//+Ie8Hp6fozQ76lsbKOqyYlF611GPbIkm9ljS9B1ePKLHea/G8/5CYNyzY3buFK9FV78hlJTHH4pzLg+/ucUBCFuSPEcRyJ12352yU62HmymMMvBTSekbvcmsJjI6qELGCpJL54re3ZUvnZWOZfNHIauw+ZKVbCIbDs25Po2X3qbeTakdr3J5wbnZ5Bht+LyeNkRpeP2pgBFQk+MKsniiKH5ON1e7nx3U4/37YLVDif9Gq55A/KGKvfhR0+H5y5XBlwB7Oz08ySi87x+XyPtHp2iLEeHkQaTwGiqE34R12gqITYYr6F1+xpC8hpICo4sJf9Py1XKjP2rkr0iIckYXeeRJdlkOHo3Ur36mOEAPL90F60utflizjuXBzedjCltDfDspdBWpwwiz7pLKY4EQeizSPEcR0zDsDBmnutb2/nHe+rC+4enjE3MrmiEGMVzlsMak+zDpBfP+33Fc1nw3WxN07j1nInMGu3/wJXOc2zwd567/78/2Ohk28FmNA2OGt5z8WyxaP655/3RFZcbzZiqnrscmqbx67PGA/D8l7u6zRftkfJZcMNCmHo1aBbYMB/umQlv/Aj2r4GNb5H+xT+50/4fXkm7ld/YnkDbvyru0T6Bku0ucVAtNfDazf5oqmnfiOtahNgwIDed8qJMdB2W7UhiZFVvWG0wfJa6vX1BctciJB3/vHPPkm2DueNKGVqYQX1rO/9buQcINAuL8yaf1wOvXA9VGyFnIFzyNNjT43tOQRDijhTPcaQgSxUEre0ec8ezN+75aAu1Le2MLs3m0ulD47m8qDliaD4Oq4URJcFzFsMlmTPPLreX7VUdnbaDYbda+M9l0xjl+5mjdt8UgNDcthdtrQLgsLJc8kKYNTfk99Gahvll273HlEwbXsiZUwai63D7m+uC5ov2SkY+nPMvuHGRMhTTPbD0IbhvFjx7CRPW/YPzrQuZqm3kWtvbPO25Bfc9x8Bn/4LG/eGfLwTM4jlQsq3rsOJp+Pc0VeRrFjj9T3GPphJihzH3nLLSbYMRs9WfUjwf8oQ672xgtWhcebTqPj++aAe1zS5zQ9R4/seND29TBorWNFU455TF93yCICQEKZ7jSHaazYw4CCXreUd1M499VgHAL88c33McTApQlpfOOz+czVPfnBmT4+WkqYIoGZ3niupm3F6d7DQbg/J63hnOy7Qz/7vH8/7/zWZcN11qITxCmXn+ZNNBAGaPLQ7pmEacWjRu1PWt7exvUPPLPWU8B/KzeYfhsFr4bEs1H22sjPjclI6Hy56Hq+fDkOkqwmfAZFbkncJf2i/inTG/433rcTh1O7aq9cqM5s7x8NSFsOZlaA9t7rqxrb3XIv8rs/Psc7et3ACPnQmvfUd1nEsnwDfegpFzI/95hYQTztxzfWvvz5O4MXKO+nPHInBHFv0oJAePV6c5hp/p4XaeAS46aihpNgvr9jVw3wKVYjK6NJui7DjGgG58CxbeqW6fe7cyhRQEoV+Q2tVZH0fTNFPWG0rxfNf7m3F5vBw/ppi5Y0vivbyYMKI4q0cH4nAwOs8tLg8eb2Iv0oy50dGl2V1lqUHIcFgZHcRYTIgMI6qqptkV9ALd69VZsEl1nueE+Nowit3NUcwEb/EV3gPz0kMeoRhamMk3jisH4PY31pvZ4BEz4ni47n345T64cSF/y/kx//GcR9NhX+eZob9juvM/fDHh1zBkhjKk2fIevHQt/G0s/O97sOENJa0OwhOfVzD5d+9yzaNL2XYweIe+vqWdbVXN2HBzVMtnqjj/z9Gw4zOwZ8Ipv4dvL4BhR0f3cwoJZ+YINYKyancdbe3dq6PeWbufw299l/s+2ZaopXWkZDxkFkN7C+xZlpw1CBFx3eNLmfXnDzu4XUdKi8ttKsTGh1E852c6OO+IwQA8uEA9h6OOneqNBX9Vf868EaZcFN9zCYKQUERfF2cKMu0cbHRS29zz3HOLy81ba/YBatY5lAKuv5GV5jf/aHK6yctI3Ly3Ie0VGXZyGF6YRYbdSkObm1W767vEIa3b10BVk5NMh7XXeWeDQMdtl9uLwxb+XqHpwB7m8+KmE0bz4pe72XqwmWeX7OSqY8rDPncXfO8JhmHY0MJMxgzI5sMNWbzhmMfR1/0YqrbAymdh1fNQvwuWP66+AEonqpnqghHgbkVvb8Xx+WZ+a2vFs83C+/+yMXFoMdNHluJwOJSJmdXBweo2fmpbxkX2hWS/FjAbO+5MJdPOHxb9zyYkhaGFGQzITeNAg5MVO+s4ZlRwA6UnP9/h+7OCb88e2SHKLyFYLGoTae1/lXRbYn76BF6vzmdbq3G5vTz5xQ5+ccb4qI63YX8juq5iA0tywusaX3nMcJ7/chfGvvyMeEq2dy1VmzxWBxz/o/idRxCEpCDFc5wx3Jhreuk8f7ihkrZ2L8MKMzmyuxzVfk6azYrDZsHl9ia+eN4fmqOyEB8yHFZOHF/KG6v28cbqfV2KZ0Oyfeyo4pCL4EF56WSn2Whyuqmobu7V8CsYGw0TudLwnhe56XZ+eMpYfv3qGv7x3ibOPWJwTJ7Pbo+XvXVKjj20MIOxPvWDMcNH8Wjl2n3CL6HiU1Vs7PgMqjZB5Vr15UMDLoGOnwJ7fV8BjAZG2wAdyCqFIy6DqVdB0aiofx4huWiaxowRRby+ci9LttcELZ6rmpym38De+jZW7KoLKRs35oyY7S+e5/408ecXwqaq2YnLrZQ3zy/dxQ9PHhuSQ3Z3hDvvHMikwXkcNbyAL33meHHtPC++T/05+euQ3TdUhIIghI4Uz3Gm0CfbruuleJ6/UnWdz5wy8JDsOhvkpNmodrsSbhrmj6mSznOyOHvKQFU8r9rHz08/rMPrwCie54wL/UJE0zRGl2bz1a46Nh1ojOj/dnMUz4tLpw/l8UUVbKls4n8r95qmNdGwr74Nj1fHYbUwICfdnLnffKARXdf9vzOLRc2JGrOiTZVqXnTHImipBns6y/e28uWeNoYW5zFvQgk7q+r5clslbW1ObHiwaW7seLDhwYWN3CMv4MRzr1YdaaHfMHNEIa+v3MsHGw7w/ZPHdPn+22v2EzhFM3/V3iQVz77n8u4l4GoBR2bi1yCExZ7aVvO24XZ98fTIlSqRzDsHctWx5Xy5o5bhRZkMyg8SuRcLGvbBulfV7Znfjs85BEFIKlI8xxljHrimh6znJqfbNBY6c/LAhKwrVclOt1Hd7KLJmbjcUafbw45qJYWV4jl5zB1XSpbDyp66VlbsqmPqMHWB3tDWznJft2DOmPB28ccNyPEVz5E5bvtl2+ErEmxWC/MmlnF35RbW7qmP6Pyd2VWrnqdDCjKwWDRGlWSjaSoOr6rJ1b2UMbsUJp6nvgBd1/nBXz9mp7uFu088Em3KIIYDA9o9PLdkJ1s6zSfmZdj51uyR4qTdDzl9Uhm/f30dq3bX89WuOo7opPp4Y5Xa2J05opDF22t4c/U+fn3mhMRLtwtHQu5gaNgDuxbDqBMSe34hbPbUtXb4++OLdnDRUUMjbhBE03kGtUHb7HRHXHyHxJcPg9cNw46FgYfH7zyCICQNMQyLM4W+uKraHornD9YfwOn2MqI4i4kRfij0F4ys58YEdp63HWzG49XJTbcxIDeO7ptCj6TbrZw8YQDgv2AHWLSlGrdXZ2RxFsOKwus2GUVvJKZhdS0uDjY6fceJbFPFuMgzOibRYpjuDClUv4cMh5Vhvtvh/Iyr99Szs6aFDLuVEw8rNf893W7lmlkj+O3ZEzt8/eDksWQ6pHDujxRlp3HW4WrT9olFFR2+V9nYxuLt1QDccf5kctJtHGhwmtLXhKJpElnVx9jrK57njC0x3a4jzRT3eHU27I+u86xpGpfOGNZlLChmtLfBl4+q29J1FoR+ixTPccaYea5t6b6TOt9XKJw5+dCWbIO/eE5kXJXhtD12QM4h//tPNoby4s3V+/D6tKL+iKrwZ8cMJcGmCIpno+s8OD/DfF6Gi3GRt2F/I+5oXbeBXTXqYnRogV9y6M+zDv1nNDYnThxfKkWxwNU+Q7v5q/ZR1eQ0/92QbB8xNJ+RJdmcOkHl1L6xam+ww8QfKZ77FIZse+KgXNPt+rFOGzShsr2qibZ2L5kOK8OLsmK1xNiy9hVoqYLcIXDYWclejSAIcUKK5zjjL56Dd54b29r5ZKMqDozd/0OZHF9cVSJnno2iI9LuohA7Zo8tISfNxr76NpbvrEXXdRZEMO9sYBTPFdUtON3dR/EEY6O5qRK5idywwkyyHFZcbi/bfBEr0WDItocW+jvwxvo2hihN13Xd3LA76xAfExEUhw/N5/Ch+bg8Xp5fusv8d8OL46wpAzv8+eaa/QmPEwT8xfPe5dAWm1EIIX4Ysu1B+RlceYzyfHh7zX4ONISWQR/IWp9k+7CyHKyJHhkIBV2HL+5Vt2dcJyMugtCPkeI5zhiGYd3NPL+37gAuj5dRJVkSk0SyOs+q6IimSBJiQ7rdyik+6fb8VfvYerCJPXWtOGwWjh4RPEanJwbkppGbbsPj1dl2MLzidfOB6E3kLBbNzCM15vWiwZBtDwsongNNw0Lhq1117KlrJdNh5YQAybZwaHO1r7h56osduD1e9te3sXSHygc/w7fJMmt0MXkZKn5xyfbg2eFxJW8IFI5SeeY7FiX+/EJY7PZ1ngcXZJhu126vzjOLd4Z9LNMsLFVH23Z+AftXgS0dpl6d7NUIghBHpHiOMwWm23Zw2bYhnzxryiCRDKMMwyCxM89G0SGbF6mBocB4c/U+PtygjPRmjiiMKOJE07SIpduxUiTEcu55V60h2/YXz4GybV3vvRtovOecPH4A6fbIY2OE/sUZkwdSlOVgX30b768/wJur96HrMG14gelM7LBZOG2iz5dgtUi3hZ4xOs9DfM+fq44tB+CZJTvNCKtQMc3CBubFboGxxIinmnIRZMYxBksQhKQjxXOcKchUhmHBOs/1re0s2OyTbE8R+SRAdpr6fUXSea5ucnLX+5uoDpjZ6426Fhc7fN08kW2nBseNLiE33UZlo5MHFmwHlBN3pBj/r5vDdNw27h/tpsqEGHWeW10e08BsaKF/5nlkSRYWDRra3FQ29vzc93p13lztj8UTBIN0u5VLZgwFlCvyG6s7SrYNzpwyCIC3Vu/vMMe/Zk89d74X3vtvREjx3CdoaGs3N8EH+zwa5k0soyQnjYONTl5evjvkY+m6zvpU7jzX74b1r6vbM29I7loEQYg7UjzHGaPz3Nruoa2948zlu2v30+7RGTcgRwo3H9HMPD/46Xbuen8zt7+5vtf7er06Ly/bzcl3LkDXYVBeOsXZjrDPKcQe1d1SxkSGedGcCMzCDPwzwaF3nquanFQ3u9A0GF0anZw/sPMcSme4O3b75p1z0mzkZfizltPtVsp9Bjob9/f8M67YVcve+jay02xR/U6F/snlM4dj0eDzbdUs21GLpsHpkzoWz8eOKqIg0051s4vF22uobXbxi/+u5uy7F/KvDzbz+/nr4rvI8uPVnwfWQHNVfM8lRIxhFlaQaTdNCR02C5fPVDnPP39lNd99dgX76lu7PYbBwwu3U9XkwmGzpKZCbOlDoHvUc3PAxGSvRhCEOCPFc5zJSbNh85lbdDYNe0M6QF0wZ55d4RfPWypVp/C9tQd6NIdas6eer9//OT96cSVVTU5GFGfx78uOFNl8ChH4mhicn8GoksjdVccOCG8mGPyS7aEFmRHJxTuf32rRqGl2caAh8q6cmfFcmNnluWpEcvUmTTeMwk6ZIJJtoSuD8jNMR22A6cMLKctL73Afu9XCvEnqPn9+ewNz//YxzyzeibEv9ObqfVQ2hm8IFTLZJTBgkrq9+d34nUeIij0B886B3Dh3FFccPQyLBq+v3MtJf/+E/3y8pdvP7PfXHTA3xH9y2rio349jTnsrLHtM3ZausyAcEkjxHGc0TSM/s6tpWF2Li4Wb1a65FM9+zOI5gs7zjmplCNXodLNgU/COxCvLd3P23QtZtqOWTIeVn847jLd/cDzThsuMUioxa3Qx+b6RhznjSqLa2DCK5x01LV3UH92xOYYmcul2q1n8r9sXuUOwEVM1rDCjy/fGhSBNb2xrD/BYkPccIThXHTvcvN1dAsRZPun2qt311Le2c1hZDs9/62imDsun3aPz3JJdQR8XM8afo/5c80p8zyNEzF5fR3lwfsf3qzSbldvOm8z/bj6OacMLaHF5+MvbG5l316d8tLGyw33X7W3ge8+tQNfh0hnD+OZxIxK2/pBZ9QK01kL+MBh3erJXIwhCApDiOQEUZqkiINA0bMHmKtxeJdkeVSIuzwaGYVi4M89er27OLkPwHFK3x8vf392ErqvZqw9/NJcb544izZZiO9kCdquFq44px2bRuGDqkKiOVZztoCDTjq771Qm9YUiky2OUJxqLueedvud3oFmYgTH2sakyeOfZ49X53rMrqGx0UpabznFjiiNeh9C/OWZkETNHFFKcnWbmrndm5ohCJg7KJS/Dzu/Pncj87x7HzJFFXO0zhHp68Q7aY5Br3i2Tzld/bvsIWpLg+i30itl5zu/6fgUwaXAeL91wDHdedDglOWlsr2rmG48u5brHv2RndQuVjW1c9/hSWlwejh1VxO/PnZh66jBdh8X3q9szvgUWuZYQhEMBCaJLAAVBOs9GtvPcw2TuMJBIO8/7G9o6uHe+t+4Abe2eDtLUDzZUsqeulWZlwjYAAE7xSURBVIJMO3ddcoTIVlOcH548hptPGI3DFt0en6ZpjBmQw5LtNWyubGTS4N7dWg1jrtLctKjObTBhUC6vfrU3KsdtI6YqMOPZYGxA51nX9S4Xmbe/sZ6PNh4k3W7hgaumyYaR0C2apvH0dTPRUZtYwbBZLbx20yysFq3Dc+30SQP5Q/Z6DjQ4eXftgYhUVY1t7eyobun5dVo8Bsomw/7VsP5/MO2asM8jxJfdZsZzerf30TSN86cO4ZQJA/jXB5t59LMK3l9/gAWbDzIwL5299W2MLM7i3sundftcTCoVC6FyLdgz4cgrkr0aQRASRAq+G/U/jOLZmHn2enU+2aSKZzHt6UikOc8VPsn2iOIsBudn0Ozy8LFvg8Lgic8rALhkxjApnPsAmqZFXTgbmKZh+0PrPB/0GZWV5MSoePbFq0TTeTZjqoLItkcUZ2G3ajQ53dz0zHIzIgZUbu8jnynX8jsvOoIpQ/IjXoNwaGCzWnotVmxWS5dNGofNwmWGY7fv/TZcfv3qGs7690JeWtaLG/OkC9Sfa16O6DxCfDE6z0MKur5fdSYn3c4vz5zAW98/nlmji3C5veyobiE/087D10wnL9Pe6zGSghFPdfilkFGQ3LUIgpAwpHhOAIbjdm2zkm2v399AVZOTTIeVo2TWtgP+nOfgudjdsaPakNlmcsZkZWYzP0C6vaWykc+2VGPRMN0+hUOHcE3DjM5zSXb3XZNwGD9Qnb+iuiWiGDZd19nt6zwPC9J5dtgs/PjUcVg0eHP1fk7++yfc89EWPtxwgN/+by0At5w2jjO6keEKQqy4bOZwrBaNJdtrzHihcFhaUQsoM7Lmnl4rE33S7YqF0HggkqUKccTYwOtOth2MMQNyeOqbM7n38qnMm1jGI9dMZ0RxbEZnYk5tBWx8U92e8a2kLkUQhMQixXMCMGaejc6z0XU+dlRxzDpr/YWcgM5zOLE+Rud5eFGWaWbzwfpKWl3KIOqJz3cAcPL4AQwJMjMq9G/G9jIT3BmzeI5R57koO42yXFWIb4igoKhraafRV0h09/z99pxRzP/u8UwvL6C13cNf39nItY99icerc/6Rg/nO3FGR/wCCECJleenM80XNPRFm97mxrd0sug42Orn/k63d37lgOAw+CnQvrHst0uUKcaCt3Z9J39ltuzc0TeP0yQO578ppTB2Wwt3cpQ+p597IE6D0sGSvRhCEBCKVWwLoPPNszDvPGSeS7c4YnWevrrKxQ2VHlb/zPGVIHkMLM2ht9/Dhhkoa29p52ScBNAxthEMLo3jeVdNKSy8xaC63l1qfuV+simfomPccLkZMVUlOWo8jBxMG5fLCt4/hn5ccQalv7UcNL+COCyanntmO0G+56hjl2P3fFXuobwldRbTZZ+jnS3fkgU+3sbeuhxxgkW6nJPvqVVRZht1KQapKrqPB1QzLn1C3j74xuWsRBCHhSPGcAAJnnhvb2lm2Q8nS5oyR4rkzGXareeEUjmmY2XkuzkLTNM6crLrPb6zeyyvL99Ds8jCqJItjRxXFfM1C6lOY5aA4W70Oe3Pcrm5WHRObRSM/I3YXftE4bhsxVUND6OJomsa5Rwzmwx/P5b4rpvH4tTPEIExIKDNGFHJYWQ5t7V5eXBZ6bJUxVnHsqGJmlBfS1u7lb+9s7P4BE88DNNj1BdT3MiMtJIzAjOd+uWn38R3QVg+FI2H0KclejSAICUaK5wRQECDbXrS1GrdXZ2RxFsOKRD7cGU3TTNOwxhBnQ3VdD5h5VvNRRo7thxsqedRnlnT1seX984NcCIkxpar7vHF/z9JtQ25YnJ2GxRK750ssOs/BnLa7IzvNxrxJZWSlSaiCkFg0TeOqY8oBZVgX6gjOJjNfPYdfnTUegFdW7GHV7rrgD8gdBMOPVbfX/jeaJQsxZE+der/qnPHcL/jyUVj0b3X7pN+ARS6jBeFQQ171CcDsPDe3m/POs8Vlu1ty0tVmQ6id54ONTlrbPVgtmvlhPXFQLuVFmbS1e6mobiE7zcb5UeYFC32bcWU+07BeOs+xnnc2MDrPG/Y34g4zA3dXD2ZhgpCKnHvEICyaMskzXlO9scnXeR47IJspQ/I5/8jBANw2f333BbiR+SzS7ZRhT52SbYc775zybH4f3viRuj33FzDxa8ldjyAISUGK5wRQmOWfeZZ5594JN66qotq/y20YsGma1iFj9IKpg83jCocmY3xxVZt6cdyOV/E8rDCTLIcVl9vLtqrmsB6708h4FrM7oY+QlWZjZIl6za0NUW1hvDbH+DwKbpk3jnS7hSUVNbyzdn/wB40/FzQr7F0B1T0YjAkJw5Rt96fO8/418OI1oHvg8Mtgzk+SvSJBEJKEFM8JIN/XeW5t97CnrhWHzcLRI2T2tjv8cVWhFs+G03bHwsJw3Qa40ichFA5d/HFVIXaes2NbPFssGuMjmHveXtXMVzvrAGTUQ+hThDPnX9/azoEG9dozNroG5mXwreNHAvDIworgD8wugRGz1W2RbqcE/U623bAPnrkIXI1Qfjyc/U+QETBBOGSR4jkB5KbbsAbMTs4cUUiGQwx8uiPczvMOX/FszDsbjB+Yy2/PnsAfvzaZ0aXZsV2k0OcY65t53lPX2mOO+MEmdQFfmhvb4hnCn3uub2nnm48tpdHp5vCh+Rw1PIWjWwShE+E83w2zsEF56eSm+436jvaZPBpRj0ExXLdXvwhhRBwK8cHMeO4Psu09y+GxM6FhDxSPhYufBJsj2asSBCGJSPGcADRNM+eeAebIvHOPGJ3nph4KnEAM2XbnzjPAN2aN4LKZw2K3OKHPkpdpN+Obepp7jpdsG8LrxLV7vNz49DK2VTUzKC+dB6+ahs0qb9lC38F4vq8P4flumIUZkm2DNN8ojqsnn4AJ54A1DQ5ugP2rIlytEAs8Xp19xsxzX+48ez2w4K/w8ClQsxVyB8PlL0KGbGAKwqGOXIkliMCsQymeeybH13ludoWW89xd51kQOmOahvUw9xwv2Tb45ajbe5l51nWd37y2lkVbq8lyWHn4mumU5qTHfD2CEE+MzvP26maae1ESBZqFBeKwKpVWu7uH4jk9D8adrm6vfD7C1QqxoLKxDbdXx2bRGJDbR9+zaivg0TPgw9vA64YJ58ENC6GgPMkLEwQhFZDiOUEU+EzDBuWli4S4F8yoqhBmnnVdZ0eVL6aqWOZBhZ4x4qo29TD3bMi249F5LsxSx6xv7VlV8fDC7Ty7ZCeaBv+69EhzVloQ+hLF2WkMyE1D15XLfE90NgszsNvUyFOPnWeAwy9Rf655CTyhjfwIsccwCyvLS+8wrtZn2LUU7j1OZYc7cuC8++Drj0FmYbJXJghCiiDFc4Io9Mm254wrkazhXjBl287eZds1zS4anW40DYaIE7HQC2NDcNyOp2w7P8MXw+Z0095NMbDpQCO3v7kegF+eMZ6Txg+I+ToEIVGYowq9zD0HZjwH4vCNKjh76jwDjDoJMgqh6QBs/ziyxQpRY84790XJds12ePYSZQw2ZAbcuBCOuFTMwQRB6IAUzwnivCMHM6Y0m6uPLU/2UlIe0zAshM6zMe88KC+DdLuYsAk9Y3S1uiuem51uWnzjAsVxkG3nZvjHN7rrPq/dW4+uw7ThBXzzuBExX4MgJBLTNKyHuefaZhdVPsXHmE7KLCN+0NVb8Wxz+I3DVr0Q4WqFaOmzZmGttcpRu6UKBh4OV/5XZNqCIARFiucEMW9SGe/93xwOKxP5ZW/kpIfutr2jm5gqQQiG0Xk+0OAMWrwaXecsh5WsOOSCWy0aub7nd11L8OK5tln9+8C8dFGpCH2eCQPzgJ47z8Zm1pCCjC6vO6N47k6p0YEpF6s/178Ozp4j6YT4YMi2h/SlzrPbBS9cBVWblDHYpc9DmozXCYIQHCmehZQjO01150KZefY7bYtZmNA7Oel2BuUpE5tgpmHxnHc2MHLf61uDR+/U+SJ5Ah36BaGvYnSeN+xrwN3dqEJlcMk2+GXbXp1uH28y5CgoHAXtLbDhjShWLUSK0Xke1FeKZ12HN34I2xeAIxsuex5yByZ7VYIgpDBSPAspR1aakl+H03kul86zECJ+6XbXzlQ8550N8n3O+912nn3/HujQLwh9leGFmWQ6rDjdXiqqg7vMb9pvmIV17fYZnWcIwTRM0/zd51XPRbZgISqMznOfkW1/+jdY8RRoFrjwUSibnOwVCYKQ4kjxLKQc4ci2pfMshEtPpmGJKJ7zMnounut8cvI86TwL/QCLRTPd4td2M/dsxlSVdt95hhDmngGmfF39ue1jaNwf3mKFqNB1vW8Zhi1+QMVRAZz+Fxh7anLXIwhCn0CKZyHlMGTboRiGmZ1niakSQqQn07B4ZjwbGLLtum4Mw/yybek8C/0D03G7m+J5s0+2beSwB2KzWjASj3rtPAMUjoShM0H3wuqXIluwEBF1Le2m4WLKy7ZXPA1v3aJuz/4JzLg+uesRBKHPIMWzkHIYUVWNvXSe61pcZvduWKEUz0JojEu2bNvXea5vCT7zXCszz0I/w3TcDmIaVtXkpKbZhabBqJLgJk12a4iO2wZTLlJ/inQ7oRhd5+LstNROv1j7X/jfzer20d+BE36R3PUIgtCnkOJZSDmMqCqX24vT7en2foZke0BuGpmO2DsjC/2T0b4onKomJ7XNHQvYxBiG+WTb3XSeDbftfOk8C/2EwM6zrusdvmfMOw8rzCTDEbzgCjmuymDi+WCxw/7VsGdZhKsWwmV3X5h33vQOvHydUiZMvQpO+6PkOAuCEBZSPAspR3ZAVEmzs/vi2R9TJfPOQuhkpdkY4ru46yzdTomZZ+k8C/2McWU5WDSobnZR6XuNGRivwTFB5p0N0oziORTZNkBmoT/z+ZO/hr9gISJ216oN7SGpWDzrOix/Ep6/ErxumPx1OOsuKZwFQQgbKZ6FlMNq0cj0dSB6mnuuqFIf1OK0LYTL2G7mnv0zz+lxO3dPM88ut5dm38ygdJ6F/kK63WpKsjvPPW8y5527z9U1TMPa3Xq39+nC7FuUg/Kmt2DvV+EtWIiIXTXqM3loQYp9Jrua4dXvKKm2xwnjz4Hz7gVLCkvLBUFIWaR4FlKS3HRVONR0MxcK0nkWImeM6bjtn3v2enWqEiHb7mHmuc6X/WzR/K8BQegPdDf3bOStB8t4NrCbnefulUhdKB4Nky5Utz/5SxgrFSJll0+2PbQwhTrPBzfCgyfBymfUZspJv4GvPw5WeX8VBCEypHgWUpIRxaog3lLZ1dTJoMLMeJbiWQiPcUE6z3Wt7bi9qrNVlB0/yXRPM8+GlDsvw47FInJCof8QzHFb13VzA6sn2bbReXaGOvNsYHSfN74B+1aGuWIhXIzOc8oYeK6fDw+cAAfXQ/YAuPp1OP5HYJFLX0EQIkfeQYSUpKcsXoMdZsZzinxQC30Go8u1OWBzxpBsF2Y5THffeGAWz0Fmng0DM5l3FvobnTvPuq7zztr91Le2Y9FgZEn3m6BhG4YZlIwNmH2W7nM80XXdNAxLCdn2pnfgxauhvRlGzIEbFkL5cclelSAI/QApnoWUZGxZ91m8ANVNTqp98SZGl1oQQmVUSTaaBjXNLlOqnYiMZ4C8DFUYN7S14/F2nOGsbRGnbaF/Mt7Xea6obmbNnnqufWwpNzy1HIDjx5T0GG1kFM/tnjBmng1m3wJosGG+ct8W4kJVk4vWdg+algIZz9sX+I3BJl0IV/4XskuTuyZBEPoNUjwLKYnZGQySxQuwfp8qqsuLsshKk5gqITwyHFZTWmhE5RxsagPiO+8MfrdtXYfGto7d53rfzHO+dJ6FfkZxdhoDctPQdTj77oV8tPEgdqvGDXNG8Z/Lp/b42LBzngMpGRfQff5z+I8XQmKnT7I9MDfd3OxICruWwjOXKGOwcWfA1+4TYzBBEGKKFM9CSjLWN/+2p66VJmdXx+11++oB/xydIIRLZ8ftRMRUgeqiZfnc5DtLt6XzLPRnjPdrXYc5Y0t4+wez+dnph/W6AZoWiWFYIHN+Amiw/nXYvyayYwg9YsRUDU3mvPP+1fD0BX6p9oWPijGYIAgxR4pnISXJy7RT6itiNgeRbhumM8YcnSCEizlX75t7rmxITPEM3cdV1UrGs9CPuX72SOaOK+HBq47isW9MN+OresMRTecZVPd54tfU7Y/viOwYQo+YMVXJKp6bDsKTX4O2ehg6Ey59FuzxixwUBOHQRYpnIWXpLosXYK1RPEvnWYgQ/2iAIdtOzMwz+KXbdZ3iquqaVTFdIJ1noR9y7KhiHvvGDE6ZMABNC91N3jQMi2Tm2WDuz5Tz9ob5sPvLyI8jBGVXTZLNwt7/LTQfhJLxcNkL4BAvFEEQ4oMUz0LK4i+eO849t7V72HpQ/Zt0noVIMaJxNh1oQtf1hMm2wS/Lru+m85wnnWdBMIlq5tmgZBwcfpm6/f7vlHZciBk7zc5zEszCdn4BXz2tbp/zb8jIT/waBEE4ZJDiWUhZuour2ri/Ea8ORVkOU9otCOEysiQLi6YK2MpGZ1KK584zz4aMWzrPguAn4qiqzsz9GVgdUPEpbPsoBisTDHYla+bZ44Y3fqxuH3klDJ2e2PMLgnDIIcWzkLKM6cZx28gJnTAoNyzpnyAEkm63Uu6LOdt0oNEv205A8WzEVXUpnmXmWRC6ELPiOX8oTL9O3X7/Vuk+xwi3x8u+epVWMCzRxfOXD8OB1ZCeDyf/LrHnFgThkESKZyFlGePrPO9vaOsgb10n885CjDBc3dfubTAL2UTMPBud5brWjjPP4rYtCF0xDMPaPVEWzwDH/wgc2bDvK1j3WvTHE9hX34bHq+OwWRLy/mnSVAkf3qZun/QbyCpO3LkFQThkkeJZSFly0+0MylNumYGO24GdZ0GIBmM0YNHWagDsVs0084on5sxzQOdZ13XpPAtCEPyGYTEonrOK4Zib1e0Pb1OyXyEqjHnnIQUZWCwJVIO991twNsDAI2DaNYk7ryAIhzRSPAspzZhOpmFer876fdJ5FmKD8fxasl0Vz8XZaQm5+MvP6BpV1eLy0O5zE5bOsyD4iTqqqjPH3ASZRVC9GVY+E5tjHsKYMVWJdNre8bnv/06DM+8EizVx5xYE4ZBGimchpelsGrajpoUWl4c0m4URxRJFIUSH4eje1q4uyhMx7wwqxxw6RlUZTtsOm4UMu1wICoKB0Xl2xqp4Ts9V8m2Aj+4AZ1PP9xd6xDALS9i8s6sZXrtJ3Z56JQyZlpjzCoIgIMWzkOKYpmGVqng25p0PK8vBZpWnrxAdI4qzsAV0mhM1r5dv5DwHdJ6NmeuCTLsY4QlCAEbxHJOZZ4Ojvgn5w6BxL3zw+9gd9xDEzHhOVEzVO7+Emq2QOxhOkf87QRASi1QfQkozzlc8b9yvOgPr9tUDMu8sxAZHJwVDojrP+Zld3bZrZd5ZEIISk5znLgdNh7P/qW4vuR92LIrdsQ8xzJiqRMi2N74Fyx5Vt8+7FzIK4n9OQRCEAKR4FlKa0aVKtl3V5KS22SVO20LMMaTbkMji2S/b9nrVnLM4bQtCcGIWVdWZUSeqbGBQMmBXS2yPf4hgzjzHW7bdVAmv+czejrkZRs6J7/kEQRCCIMWzkNJkpdkYUqCkYJsONIrTthBzjEg0SODMs0+27dWhyaXcfut9nWfDTEwQBEWaNYZu25057XbIGQQ12+Cj22N//H5Oi8tNVZN674pr51nX4X/fhZYqKJ2ooqkEQRCSgBTPQspjdAa/2FbDgQYnmgbjyqR4FmLDuMDOc4JmntPtVtLt6u3XiKsyOs8FWdJ5FoRA4jLzbJCeB2ffpW5/8R/YtTT25+jH7K5V88656TbTCDEuLHsMNr0NVgdc8CDYEpgnLQiCEIAUz0LKY3QGX/tqDwDlRVlkp9mSuSShHzEmCbJtCIirMotnX+dZZp4FoQPGzHPM3LY7M/Y0mHIJ6F547TvQ3haf8/RDEiLZ3rEI3v65un3Sb2HAxPidSxAEoRekeBZSHqMzuK2qGZB5ZyG2lBdlml3gsrz0hJ3XnHtuVUVzoNu2IAh+4jbzHMi8OyCrFKo2wfu/i995+hk7453xvGcZPH0RuFthzGlw9Hficx5BEIQQkeJZSHkCDZ1A5p2F2GKzWrjzoiP4zVkTGJIIt1gfxtxzl86zzDwLQgcSUjxnFsI5/1K3F98La16O37n6EXGNqdq/Bp48H1yNUH48XPQ4WOSyVRCE5CLvQkLKM6okm8DYW+k8C7HmjMkDufa4EQk9p7/zrIrnOnHbFoSgOKxxnHkOZNzpcNwP1e3XvguVG+J7vn6AEVM1LNay7aot8OR50FYHQ6bDpc+CPUE50oIgCD0gxbOQ8mQ4rB0+mKXzLPQHjA6z4bJdZ+Q8Z0nnWRACcdjU7mlc3LY7c8KvYMRsaG+G56+Atob4n7MPY8w8D4ll8Vy7A544B5oPQtlkuPxFSMvp/XGCIAgJQIpnoU9gSLeLshyUJtDUSRDihT/ruZPbtnSeBaEDDqsViLNs28BqgwsegdzBUL1ZGYjpeliH8Hp1qpuccVpg6qDruum2HbOZ54Z9qnBu2APF4+DKVyGjIDbHFgRBiAFSPAt9grE+x+0Jg3LRAjXcgtBHyQuQbXu8Og1thmxbOs+CEEhCZp4DyS6Bi54Aix3Wvw6f/TOsh/9+/jqOuv19lu+sjdMCU4PalnaanCqnfkhBDCTVzVXwxLlQWwEF5XDVq5BVHP1xBUEQYogUz0Kf4MJpQzl8aD7fmFWe7KUIQkwIjKqqb203m1uGkZggCAqzeE6EbNtgyFFw+p/U7fd/C4v+HfJDP99aja7Dip118VlbimBItktz0ki3W6M7WGutmnGu2qi6/lf9D3IHRb9IQRCEGCNhuUKfYERxFq/dNCvZyxCEmGHItutbXea8c06azcy0FQRBYbf6Zp4T1Xk2OOqbqgu66N/w7q/UDO7Jt0IP6ievV2dHjYpVPNDQv/OiY2YW5myEp78O+1dDVglc9RoUDI/BCgVBEGKPXKUJgiAkgfyAqCpj3jk/S7rOgtCZwM6zHub8cVRoGpzyB1Uwg5Jvv3YzeNzdPqSy0Ulbuyry99f38+LZjKmKonh2u+C5y2D3UkjPVzPOxWNisj5BEIR4IMWzIAhCEgiceTadtmXeWRC6kOYzDNN1cHsTWDyDKqCP+wGcczdoFvjqKXjhSmirD3r3iupm8/b+ft553umTbQ+NdN5Z1+HNH8H2BeDIhitegbJJMVyhIAhC7JHiWRAEIQkYxmD1gZ1nKZ4FoQtG5xkSkPXcHVOvhIufAmsabHwT/nm46kS3t3a4246A4rk/y7YrG9pYvkMZokUcU/XFvbD8CbUpceGjMGRaDFcoCIIQH2TmWRAEIQkYsm2Xx8veutYO/yYIgh9j5hnU3HPS9pgOO1PN477+PajaBO/9RhWAs2+BoTOhdjulqxdzu20dGl4erz8bXZ/brxIi2j1eHl9UwV3vb6bJ6cZhszCjvDD8A216F979pbp96m0w9tTYLlQQBCFOSPEsCIKQBDIdVuxWjXaPbko9JeNZELpis1qwaODVk2Aa1pnhx8CNn8Oq5+HjP0H9Tnjj/8xvnwDmldV5+iJaF3nIPPb6Hk3G+gqLtlbxm9fWsqWyCYDDh+Rx67mTKC/OCu9AlevhpWtB98LUq+Do78RhtYIgCPFBimdBEIQkoGkaeRkOqpqcVFSp4llk24IQHIfNQlu7F2eyi2cAqw2OvBwmXwjLHlfybVcTFI7k44M5rGotYJq2mVnWtfDeLVDxnpqZzhmQ7JVHzKYDjVz18BLcXp2iLAc/nXcYF04bgsUS5qZAczU8czG4GmH4cXDG3/vFxoIgCIcOUjwLgiAkifxMuyqeq5XxjnSeBSE4DqsqnpM28xwMWxrM/Jb6AnRd56bfvkOz20OmXeOS9jf5VdrzWDa/C/ceA/P+DJMuAEvfs5v5cEMlbq/O1GH5PHrNDNPwMCx0HV69Eep2QEE5XPQE2GTDUBCEvkXfewcXBEHoJxgzzjXNym1bOs+CEJzAuKpUparJRbPLg6bBEcMKecRzOu8e9xwMmAwt1fDKdfDAHNjygSok+xBLttcAcMbkgZEVzqDmwze/o0zXLn4asopiuEJBEITEIMWzIAhCksjvdBHa+e+CICgcVl/xnAqy7W4wnLYH5WUwzOdAvdE7DK7/AE74FThyYP8qeOp8ePxs2L0smcsNGY9XZ2mFKp5njIjAHAxg7wplsAZw2u0SSSUIQp9FimdBEIQkkZfRsdMsOc+CEByz85zCxbMxflFenMmA3HTAl/VsS4M5t8D3v1LmWFYHVHwKD50Ir/+g28zoVGHj/kYa29xkOaxMGJgb/gGcjcogzNsOh50F06+L/SIFQRAShBTPgiAISaJzp1mKZ0EITl+QbRud5+FFWZTlqeK5Q9ZzVjHMuwO+uwwOv1T927JH4Z6ZsOGNRC83ZJZsrwZg6vACbNYILhvf+DHUbIPcIXDOv8UgTBCEPo0Uz4IgCEmic65zfpbItgUhGPY+INs2O89FmZQZnef6tq53zB8GX7sPrn4dCkdC4z547jJ44Spo2JvIJYfE0opaAGZGItle+Ryseg40C1zwEGRGKPsWBEFIEaR4FgRBSBKBnWerRSMnTQIQBCEYfUG2Hdh5NmTbHTrPnRkxG25cBMf9EDQrrHsN/nk4zP8/qN2RiCX3iq7rLN5uzDuHafDVXAVv/UTdnvtzlZEtCILQx5HiWRAEIUnkBci08zPsaCJnFISgmIZhKSrb1nWd7b689vIA2XZ1swun29P9A+0ZcPLv4Fsfw7BjwOOCLx+Gf0+FV78DVVviv/ge2F7VTFWTE4fNwpQheeE9+MPb1Dx32RQ4/kfxWaAgCEKCkeJZEAQhSQTKtsVpWxC6x+g8p1TOcwB1Le00trkBGFaYSUGm3VxzZYOz9wMMnALXvg3XvAkjTwCvG756Gu6ZDq9/Hxr3x3P53WK4bB8xNJ90uzX0B+5bBcseU7dP/zNYwnisIAhCCiPFsyAIQpIILJjFLEwQuifVo6oqfJLtstx0MhxWNE1jQG4a0It0uzPls+CqV+G6D2Hs6aB7VRH6ryPhw9uVc3UCMSXb5WHMKus6vP0zQIdJF8DwY+OzOEEQhCQgxbMgCEKSyA+IqsqX4lkQuiXVZ553+MzChhdlmv9WFhhXFS5DpsFlz8G178CQGdDeAgv+ooroJQ+Cpz0m6+6NJdsjyHde+1/Y8RnYMuDkW+O0MkEQhOQgxbMgCEKSyMsU2bYghIJRPDtTtHg2Os/lRVnmvw3oyXE7VIYdDd98Fy56EgpHQfNBePPHKt5q3Wuqyxsn9ta1sru2FatFY+rwgtAe5GqBd3+tbh/3A8gfGrf1CYIgJAMpngVBEJJETpoNi88jrECKZ0HoFkO23e6JX7EYDWbnubhr5zks2XYwNA0mnAM3LYYz/gaZxVCzVUVbPXwq7PwiuuN3gzHvPGlQLtmhJgEs+hc07Ia8oXDs9+KyLkEQhGQixbMgCEKSsFg08nymYSLbFoTusae4bDtY59lw3N4fimFYKFjtMON6+N4KmP0TsGfC7iXwyGnw3xugqTI25/FhzDtPD3XeuXorLLxL3T7l9+DI7PHugiAIfREpngVBEJKIUTSLYZggdI8/qqqH2KckEmzm2cx6jka2HYz0XDjxl/Dd5XDklYAGK5+Ffx8Fix8Ajzsmpwlr3rmpEp66ANytMHwWTPxaTNYgCIKQakjxLAiCkESKsx0d/hQEoStpKdx5rm9tp6bZBcDwoJ3nGBfPBrkD4dy74br3YeDh4KyHt26BB+dC5fqoDl3d5GRLZRMQQue5rUEVzrXbIX8YXPiIkpoLgiD0Q6R4FgRBSCK3nHYY35o9ktljS5K9FEFIWfw5z6k387zT13Uuzk7rMBsc6Latx9HYiyFHwfUfwZl/h/Q82L9aSbmjmIVeWlELwLgBORRk9bCx53bC85fD/lVqFvvKVyGnLOLzCoIgpDpSPAuCICSRGSMK+cUZ40m3W5O9FEFIWQzZdiq6bfvnnTvO+Jb6cp5dbi91LXGOlrJYYfp1cPMyFW3VVg9PnAeb3onocCFJtr0eeOVbsH0BOLLhipegaFRE5xMEQegrSPEsCIIgCEJKk8qGYTt8xXOgZBsgzWal0Ne1jZt0uzPZJXDVazDmVDV//Oyl8NUzYR1C13U+2qjMx2aO7KZ43rsCnrsM1r0KFjtc/BQMOjLKxQuCIKQ+UjwLgiAIgpDS+A3DUq94rvDJtjt3niEg6zlRxTMol+tLnoHDLwXdA6/eCJ/8FTyhdb/X7Wtge1UzaTYLc8eV+r+h67D1Q3j8HHhgLmx6GzQLnH8/jDohPj+LIAhCiiHFsyAIgiAIKY3D7Dynntu22XkuzuryvTKfdDvmjtu9YbXDuf+BY7+r/v7RbXDvLNjyfq8Pnb9qHwAnjCtVM9weN6x5Ge6fDU9+DbZ/ApoVJl8ENyyESRfE8ycRBEFIKUJMvRcEQRAEQUgOqWwY1lPnOe6O2z1hscCpt0HxOHj/t1C1UblijzkNTvsjFI/u8hBd13nDVzyfM6kAljwIn98NtRXqDvZMmHoVHHOTctYWBEE4xJDiWRAEQRCElMaUbafYzHOz083BRicAwwu7dp7NrOdkFM8GU6+E8WfDgr/C4vtg8zuw5T0oHAklh0HJOFVgaxr7d23lGw0rGJJWw8nvbYeWKnWMjEKY+W2Yfj1kFSXvZxEEQUgyUjwLgiAIgpDSOFLUMGzTgUYACjLt5GXau3zfjKtKtGy7Mxn5cNrtMO0aeOeXqoCu3qK+Nsw37zYQ+IZxZdgC5A2DY2+GI68AR9fNAUEQhEMNKZ4FQRAEQUhpzKiqFDMM+3Sz6szOHBG8GzvAlG07E7amHikeA5e/AI374eAGOLjR9+cmdE3j7Z1WtrtymTNtChMnHQEj56r5aUEQBAGQ4lkQBEEQhBTHnHlOsc7zJ5sOAjBnXEnQ75elgmw7GDll6mvkXPOfvtpZy43/WUSmw8q1Z50Ckj0vCILQBXHbFgRBEAQhpbGnYFRVfUs7K3bWAjB7bM/Fc02zC2cKOoUHYhiFnTx+AOlSOAuCIARFimdBEARBEFKaVJx5XrilCq8OY0qzGZyfEfQ++Zl2c+2VAdLttnYPu2tbErLOUPB6dd5YrYrns6YMTPJqBEEQUhcpngVBEARBSGnSUrB4/mRTJQBzuuk6A2ia5jcN80m3m5xuvvafRcz568d8sa06/gsNgRW7atlX30Z2mq3bLrogCIIgxbMgCIIgCCmOP+c5NYpnXdd7nXc2CHTc9nh1vvfsCtbva8Dj1fn96+vweJOfXf36StV1PmWCSLYFQRB6QopnQRAEQRBSGnuK5TxvPNDIgQYn6XYL08sLe7yv6bhd38Yf31zPhxsqSbNZyE6zsW5fA68s3x30cQs3V/Hk5xVxL669Xp03RbItCIIQEuK2LQiCIAhCSmN0nlMlquqTjarrfMzIol47tWW5aQA8vXgHFdVqzvnvFx3O3rpW/vjmBv76zkbOnDKQTIf/kuzjjZVc+9hSvDrsrGnhl2dOiNNPAqv31FPZ6CQnzcZxY4rjdh5BEIT+gHSeBUEQBEFIaRwBnWddT77M2ZRshzAfPMAn2zYK5x+dMpazpgzi6mPLGVqYQWWjk/s/2Wbef9OBRr77zAqMhvODn27n2SU7Y/wT+FmyvQaAmSMLSbOJZFsQBKEnpHgWBEEQBCGlMTrPAO4kzwg3O90srVAF55xxpb3ev8wn2wY474hB3HziaAD+v707D4+qPv8+/pksM1kIBEhCJAYSDMhSkIioFKmoKAquiHUXBRVa8Wf1wd1fWaRirUsfFyzwoBSoVSsVFMRqVTYVBGtFEIVAwhI2gZAFyP59/ggzZrLNTDLLGXi/rivX5Zw5c+Y+t4czc893c0RF6tHLekiSZqzYqr2FpTpYUqbRc9aquKxSZ2e00/gLavb934Ub9EXOAX+fiiRpzfHi+ezMprufAwDotg0AACzO2fIs1bQ+R0eG7rf/L7ceVEWVUad2ccpoH+dx/+xObRUTHaHs9LZ6+to+stlsrucu+0Wq+me01dq8Aj31wSbtPnxMuwqOqXP7OP3l1n5qGxetHYeO6r1vd2vc/K+18J6B6pLcym/nUl1tXD8EnJ3Z3m/HBYATVbM/fcrLy9WzZ08tW7as3nNbtmxRTExM/RfVMX/+fGVkZCguLk5XXHGF9u3b19xwAADACap2y3OoJw2r3WW7diHcmLTEWP3nfy/WG3edU298tM1m0xPHxzO/9+1urdteoISYKM0e1V/t4u2y2Wx6ZmQfndkpUUWllRo9Z60KjpT77Vy27C9R4bEKxUZHqlfH1n47LgCcqJpVPJeVlenmm2/Wpk2b6j23a9cuXXnllSorK2vyGGvWrNFdd92l559/XuvXr1d5ebluu+225oQDAABOYJERNkVG1BSq5SGcNMwYo2VerO9cV5w9qtFC+4z0RF2TnSap5jxfvbmfslJ+bl2OiY7UjFvPUlpirPIOHtXQP6/Qwm/y/TL2+6vcmnWm+3VuG9LWfAAIFz7fKb///nude+65ysnJqffcwoUL1a9fP69anadPn67rr79eI0aMUFZWlmbOnKmPP/5Y27Zt8/haAABwcrFbYLmqvINHtfPQMUVH2jTgNP91c350WHdd2itV//eGvg3OeJ2c4NCcO/qrc/s47S8u0+/e+q+un7Fa3+8uatH7Mt4ZAHzjc/G8YsUKXXDBBVq1alW955YuXarJkyfrhRde8Hic1atXa9CgQa7HnTt3VlpamtasWdPg/mVlZSoqKnL7AwAAJ4foyNC3PC//sabVuX9GO8U7/DdtTEpCjP5yaz9d3qdjo/t07ZCgf/3uV3pw6OmKiY7QV3mHdPlLKzV18feqbsYkasYY10zbFM8A4B2f7/zjxo1r9LkZM2ZIUoPjoOvatWuX0tLS3LZ17NhR+fn5De4/bdo0TZ482ftAAQDACcMeFSmpMqQtzx9vqpmbZfDp3nfZ9qeY6Ejdc0GWrs5O01NLNmnJd3v0/1blyh4VoYcu7e7TsXYcOqr9xWWKjrSpb3piYAIGgBNMyAa4lJaWyuFwuG1zOBw6duxYg/s/+uijKiwsdP3t3LkzGGECAAALcESFttv2gZIyfbm1Zozwpb1OCUkMTmmJsXrl5jP1p5F9JEnTl23VP9b59r3I2WX7jFMT601kBgBoWMiWqoqJiVFpaanbtrKyMsXGxja4v8PhqFdsAwCAk4Nzxu2KEHXbXrphr6qNdMapbdTJiyWqguG6s9K1/eBRvfxZjh579zt1ahenc7p4NxabLtsA4LuQtTynpaVpz549btvy8/PrdeUGAABwjXkOUcvzkvW7JUnD+4S21bmuBy7upmG9U1VRZTR2/tfKO3DEq9dRPAOA70JWPJ977rlauXKl63Fubq7y8/N17rnnhiokAABgUc6W57IQtDzvLyp1dXMe1ttaxXNEhE3PXddXZ5zaRoePVmj0X9eq8GhFk6/ZW1iqHYeOKsJWs0wVAMA7QSueKyoqdODAAVVX13zojR07Vn//+9+1YMECbdu2Tffcc48uu+wyZWZmBiskAAAQJkK5VNXSDXtljJTdKVGntrVGl+3aYu2RmnXbWTqlTYy2/XREM1ZsbXL/r/Jqfgjo2bG1EmKigxEiAJwQglY8f/7550pOTtaOHTskSQMHDtT06dN1//33q1evXoqOjtZf//rXYIUDAADCSCjHPC92dtm2WKtzbSmtY/Tg0NMlSZ8fn9isMV/l1jx/dob/1qoGgJNBiyYMM6bhdQUHDx5c77mGto0ePVqjR49uSQgAAOAkEB2ilue9haVam1cgyXrjnetyTha2Ib9QR8oqG12LmvHOANA8IRvzDAAA4K1QLVX1wXc1k5ue1bmtTmnT8IogVpGWGKu0xFhVVRv9Z0dBg/sUHCnX5n0lkqT+GYx3BgBfUDwDAADLc3bbLg9yt21nl+3LLd7q7ORsTV57vHW5rrXHxztnpbRS+1YsAQoAvqB4BgAAlheKCcPyDx/Tf3Ycls0mXWbh8c61OYvnNY0Uz6u30WUbAJqL4hkAAFiea8xzEFueP1hf02X77Ix26tA6Jmjv2xLOovibnYdVVlnl9pwxRv/auFeSdF5WUtBjA4BwR/EMAAAszx6CMc+Lj493Dpcu25LUJSleSa3sKq+s1vpdhW7PfburUPmHjynOHqkLTk8JUYQAEL4ongEAgOUFu3he+E2+vt15WBE26dJfhE/xbLPZ1D+jpvX5qzpdtxd/WzN++6IeHRRrjwx6bAAQ7iieAQCA5QVzned1eYf00DvrJUljzz9NyQnhNbGWs+t27eK5utq4Zg638nrVAGBlFM8AAMDygjVh2M5DRzV23tcqr6rWJT076MFLTg/o+wWCs3j+enuBqqqNJOmbnQXaXViqeHukBp+eHMrwACBsUTwDAADLswdhwrCi0gqNnrNWB4+Uq1fH1vrzDX0VEWEL2PsFSvfU1kpwRKmkrFKb9hRJkhYfn/zs4p4dFBNNl20AaA6KZwAAYHnObttlAWp5rqyq1vg3vtGW/SXq0Nqh2aP6K84eFZD3CrTICJvOymgrqWbJqtpdti/v0zGUoQFAWKN4BgAAlvfzmGcTkOPPWpmrFZt/Ukx0hP7fbf2V2iY8lqZqzNmZ7SVJX+Ue1LrtBdpXVKaEmCgN6sYSVQDQXOH5kyoAADipuNZ5rrN2sT9UVFVrzhe5kqRJV/RS71Pb+P09gs057nltXoE6tK6ZZfuSnqlyRNFlGwCai5ZnAABgeYFcquqjjfu0r6hMSa0cGnHmqX4/fij0TmujmOgIHTpSrrfX7ZQUXutVA4AVUTwDAADLc0QFbsKwv36ZJ0m66ex0V5Ee7uxREcpOrxn3XFpRrTax0RqYRZdtAGiJE+MTAgAAnNCcs21XVPp3zPOmPUX6KveQIiNsuumczn49dqg5u25L0tBeHU6YHwYAIFS4iwIAAMtzjnku83PL89wvt0uSLu2VGvaThNV1Tq3imVm2AaDlmDAMAABYXiDGPBcerdDCb/IlSbcNOLFanSUpu1NbpSXGKtYeqQGntQ91OAAQ9iieAQCA5f1cPPs+27YxRht3FykrpZVion+ebfofX+/UsYoqdU9NcOvifKKItUfqk/9zvqSfW+4BAM3HnRQAAFheS9Z5XvjffF3+0ipd9Nxyfbhhr4wxqq42mre6psv2bQMyZLPZ/BqvVcRER7r9YAAAaD5angEAgOXZI5vfbXttXoEkKf/wMY2b/7UGdU3Shd1TtP3gUSXEROnqbMYDAwA8o3gGAACWZ2/BUlVb9hVLkgZmtdfa3AKt3HJAK7cckCT9+qx0xdn5OgQA8Ixu2wAAwPKa2/JsjNGPe2uK58eH9dRH9/9KF3VPkSRFRth067kn3kRhAIDA4KdWAABgec1ted5fXKai0kpF2KQuyfGKiY7U7Nv7a23eIUXYbMpIig9EuACAExDFMwAAsLzoWi3PxhivJ/jafLzLdkZSvNvEWf0zTrzZtQEAgUW3bQAAYHnOlmfJtxm3N+8rkSR1S0nwe0wAgJMLxTMAALA8R63i2Zeu25uPj3fu1qGV32MCAJxcKJ4BAIDlObttS1KFD5OGbd5fUzx37UDLMwCgZSieAQCA5UVG2BQZUTPO2duWZ2OMcpzdtimeAQAtRPEMAADCgq/LVe0pLFVxWaWiImzKZFZtAEALUTwDAICw4Jw0rMzL4tk503ZmUrzbhGMAADQHnyQAACAsOAvgCi+7bTuLZ7psAwD8geIZAACEBV+7bTuXqerKTNsAAD+geAYAAGHB2fLs7YRhW463PJ9OyzMAwA8ongEAQFjwpeW5utpoy35nyzPFMwCg5SieAQBAWPCl5Tn/8DEdLa+SPTJCGe3jAh0aAOAkQPEMAADCQnTk8XWevWh5dk4W1iU5XlGRfN0BALQcnyYAACAsuFqevSqe6bINAPAvimcAABAW7FGRkrwrnn+eLIyZtgEA/kHxDAAAwoJzwrC66zwXHq2QMcZt2+b9NcUzLc8AAH+heAYAAGHBHnV8zHOt4vm/Ow+r75Mf6a65X6vy+PaqaqMtx7ttd6N4BgD4CcUzAAAICw0tVbV620EZI/170z5NXbJJkrTz0FGVVVbLERWhTu2YaRsA4B9RoQ4AAADAG84Jw8pqFc/bDx5x/fecL/J0WkordUhwSJKyUlopMsIW3CABACcsWp4BAEBYcBbPtcc85x04Kknqm54oSZr03kbNX7NDEl22AQD+RfEMAADCgj2y/mzbzpbn/728p0acmaaqaqMVm3+SJHVlpm0AgB9RPAMAgLAQ7Zww7HjxXFpRpd2FpZKkzKR4TRvRW/0z2rr275ZCyzMAwH8ongEAQFhwOCcMO95te+ehmi7bCTFRahsXLUdUpGbcepa6JMUrzh6pvp0SQxUqAOAExIRhAAAgLNQd85x3sKZ4zmgfL5utplW6XbxdH9w3SMfKq9Q23h6aQAEAJySKZwAAEBbqzrbtHO/cub37clQx0ZGKiY4MbnAAgBMe3bYBAEBYiK6zznPe8eI5o318yGICAJw8KJ4BAEBYcLY8u4rn48tU1W15BgAgECieAQBAWLBH1h3zfLzlOYmWZwBA4FE8AwCAsOBqea6qVllllXYfPiaJlmcAQHBQPAMAgLBgrzXmeVfBMVUbKc4eqeRWjhBHBgA4GVA8AwCAsFB7zPPPM23/vEwVAACBRPEMAADCws/dto1rsrAMumwDAIKE4hkAAISFn7ttV7m1PAMAEAwUzwAAICxE15owLO8gLc8AgOCieAYAAGGh9oRhtDwDAIItKtQBAAAAeMNxvOX5aHmVDpaUS5Iykmh5BgAEB8UzAAAIC84Jw4pLKyXVFNMdEmJCGRIA4CRCt20AABAWoiPdv7Z0bh+niAiWqQIABAfFMwAACAvOlmcnxjsDAIKJ4hkAAISFusUzM20DAIKJ4hkAAIQFe71u27Q8AwCCh+IZAACEhbrFcwbFMwAgiCieAQBAWIiIsCmq1gRhnem2DQAIIopnAAAQNpzjnqMjbeqYGBviaAAAJxOKZwAAEDacxXN6uzhFskwVACCIKJ4BAEDYcK71zHhnAECwUTwDAICw4Zw0jPHOAIBgo3gGAABhwxFFyzMAIDQongEAQNhIiI2WJGWltApxJACAk01UqAMAAADw1u8v76G1eQUa0KV9qEMBAJxkKJ4BAEDY6Ne5nfp1bhfqMAAAJyG6bQMAAAAA4AHFMwAAAAAAHlA8AwAAAADgAcUzAAAAAAAeUDwDAAAAAOABxTMAAAAAAB5QPAMAAAAA4AHFMwAAAAAAHlA8AwAAAADgAcUzAAAAAAAeUDwDAAAAAOABxTMAAAAAAB5QPAMAAAAA4AHFMwAAAAAAHlA8AwAAAADgAcUzAAAAAAAeUDwDAAAAAOABxTMAAAAAAB5QPAMAAAAA4AHFMwAAAAAAHlA8AwAAAADgAcUzAAAAAAAeUDwDAAAAAOABxTMAAAAAAB5QPAMAAAAA4AHFMwAAAAAAHlA8AwAAAADgAcUzAAAAAAAeUDwDAAAAAOBBVKgDaC5jjCSpqKgoxJEAAAAAAILJWQc668JgCNviubi4WJKUnp4e4kgAAAAAAKFQXFysNm3aBOW9bCaYpbofVVdXa/fu3UpISJDNZgt1OCeFoqIipaena+fOnWrdunWowzlhkefAI8eBR44DjxwHHjkOPHIceOQ48Mix/3mTU2OMiouL1bFjR0VEBGc0cti2PEdEROjUU08NdRgnpdatW3NjCALyHHjkOPDIceCR48Ajx4FHjgOPHAceOfY/TzkNVouzExOGAQAAAADgAcUzAAAAAAAeUDzDaw6HQxMnTpTD4Qh1KCc08hx45DjwyHHgkePAI8eBR44DjxwHHjn2P6vmNGwnDAMAAAAAIFhoeQYAAAAAwAOKZwAAAAAAPKB4BgAAAADAA4pnAAAAAAA8oHgOE7m5ubriiivUpk0bZWZmatq0aaqurpYk/ec//9FZZ52lmJgYZWdna82aNa7XVVZWauLEierUqZPatm2ra665Rrt3727wPcaOHavBgwd7HdO8efOa3H/MmDGaNGmS18fbsmWLYmJiGn1+27ZtiouL07Jly7w+pi/CJcdHjhzRvffeq1NOOUUpKSm64447VFhY6NXxVqxYoczMTLdtvsTvb4HK+fvvvy+bzeb2N3LkSK9ievLJJ3X77bd7fQ6HDh1SSkqK8vLy3LY3FX+wWSXPLbnWGro/ZGRk1Ht/m82mKVOm+JIev7BKjquqqvTwww8rNTVVSUlJuvvuu1VSUuLVOTR0LQ8ePLjBHI8ePdrHDLWcVXJc2xdffKGIiIh6//4b09j94tprr60Xw+LFi706pj9ZKcdJSUn1XuPNtdzYd4nvvvtO5513nuLi4tSnTx999tln3qbFr6yU4+XLlys7O1txcXEaMGCAvv32W6/OobHreMeOHRo2bJji4+OVlZWlt99+28us+JdVctzQvdNms2nu3LkezyHU34mbYpX8StIzzzyjzp07q02bNrr66qs9fqfYvHmzLr74YiUkJCgrK0uvv/667wkwsLyysjLTq1cvc8stt5icnBzz4YcfmuTkZDN9+nRTXFxsOnToYB5//HGTl5dnHnnkEZOUlGSKioqMMcZMnTrVZGRkmOXLl5sff/zRDB8+3Jx77rmmurra7T1WrlxpbDabOf/8872Kafny5SY+Pr7R/Z999lkjyUycONGr4+3cudN0797dNHVJXnzxxUaS+eyzz7w6pi/CKcd33nmnyc7ONl9//bX59ttvzdlnn21+/etfezzehg0bTGpqquncubPbdm/j97dA5vzpp582w4cPNz/99JPrz/naprz11lsmMjLSjBo1yqtzKCgoMIMGDTKSTG5urmu7p/iDyUp5bu611tj94dChQ27vPWPGDNOqVSu3/xfBYMUcf/7552bTpk3moosuMqNHj/Z4Do1dy4cPH3Z77w8++MBERkaaNWvWtCxpPrJSjp3Ky8tNr1696uWsMY3l2BhjunfvbubNm+cWQ3l5uc95agkr5Xjv3r1Gktm2bZvbazxp7F5RWFhoUlNTzbhx40xubq556qmnTOvWrc3evXtbkDHfWSnH27ZtM/Hx8WbKlCkmLy/P3HPPPaZTp06mrKysyXNo7DqurKw0vXv3NldffbXJyckxc+bMMdHR0Wb9+vUtT5wPrJTj2vv99NNP5vHHHzdpaWnm8OHDTZ5DqL8TN8VK+X3zzTdNQkKCWbJkidm6dau57rrrPH7H7tGjh7nhhhvM1q1bzfvvv29atWplPv30U59yQPEcBlasWGEcDoc5evSoa9sf/vAHM3DgQPPaa6+ZjIwM14VXXV1tunTpYmbPnm2MMaZLly7mtddec70uPz/fSDJbtmxxbSsrKzM9e/Y0gwYN8qqwmzRpkomJiTG9e/eut39hYaEZOXKkad++vUlPT/eqeH733XdNSkqK6du3b6M3irlz55pf/epXAbtRhEuOy8vLTUxMjNs/9M8//9xERkaa0tLSRo/nLCr69u1br3j2Jv5ACGTOR40aZR588EGvY6moqDDjxo0zcXFxplu3bl4VzytXrjRdunRxXbe1v0R4ij+YrJTn5lxr3twfjDGmqKjIpKWlmVdeecXrePzFSjmeOHGiWbBggevxwoULTWJiYpOvaeparq2ystJkZ2f7FI+/WCnHTlOmTHF9LnkqnpvKcXl5uYmKijIbN270OQZ/slKOP/vsM5OcnOxT/E3dK1588UXTrVs3U1VV5drWr18/s3jxYp/eo6WslOMHHnjADBkyxPX46NGjJjMz0/z3v/9t9DVNXcfvvfeeSUxMNMXFxa5tV155pZkxY4bXMfmDlXJc2/bt2018fLxZsmRJk/tZ4TtxU6yU39/+9rfm2muvdT1ev369kdTojxP79+83ksx3333n2jZixAjzu9/9zuv3NMYYum2Hge7du+v9999XbGysa5vNZtORI0e0evVqnXfeebLZbK7tv/zlL13dJGbMmKHhw4e7vU6q6frrNG3aNGVnZ+vCCy/0Kp5PP/1US5cu1YgRI+o9l5ubq/Lycq1du1ZdunTx6nhLly7V5MmT9cILLzT4/MGDB/XII4/o1Vdf9ep4zREuOTbG6J///Kf69+/v9n5VVVU6duxYo8f78MMPNWfOHN133331nvMm/kAIZM6///57de3a1etYSkpKtHHjRn3++ecaMGCAV6/56KOPdMcdd+gf//hHvec8xR9MVspzc641T/cHpz/+8Y+KjY3VuHHjvI7HX6yU40mTJrnuG4cPH9asWbPUpk2bJl/T1LVc2+uvv65t27bpiSee8Doef7FSjqWarn+vvvqqnn32Wa/2byrHW7ZsUXV1tU477TSfYvA3K+W4Of9PmrpXLFu2TFdeeaUiIn7+2rtu3Tq3mIPBSjletmyZrr76atfj2NhYbdu2TWeccUajr2nqOl62bJmGDBmiVq1aubYtWrRId999t9cx+YOVclzbY489prPPPlvDhg1rcj8rfCduipXym52drVWrViknJ0dVVVX629/+ppiYGNnt9gb3b9eunTp37qx58+apqqpKOTk5+uKLLzx+RtZF8RwGkpOTdfHFF7sel5WV6bXXXtOFF16oXbt2KS0tzW3/jh07Kj8/X5I0ZMgQpaSkuJ6bPn26UlNT1aNHD0nSDz/8oL/85S96/vnnvY5n+fLljY7bPeOMM7Ro0aJ642qbMmPGjCa/8D7wwAO6/fbb1bNnT6+P6atwybHdbtdll13m9uE0ffp0nXnmmUpMTGz0eP/85z917bXXNvicp/gDJdA5/+KLL9S7d29169ZNv//971VRUdFoLImJiVqxYoX69u3rdfxTpkzRE088oaioqHrPeYo/mKyU5+Zca57uD85zmjFjhiZMmOD25ThYrJRjpylTpigpKUkrVqzQSy+95HHfxq7l2l588UX95je/UevWrT2+v79ZLcdjx47V5MmTlZyc7FX8TeV406ZNSkxM1Pjx49WpUyf98pe/1Mcff+zVcf3JSjnetGmTqqurNWzYMKWnp+uqq67S1q1bm4y/qXvF1q1blZycrDFjxigtLU0DBw7U6tWrm05IAFgpx1u3blVcXJyuvfZapaWl6ZJLLtGPP/7YZPxNXcdbt25Venq6HnroIaWnp6tfv356//33PSfFz6yUY6e9e/fq7bff1sMPP+xxXyt8J26KlfJ75513aujQoeratatiY2P10ksv6cUXX3Qr7GuLjIzUggULNGvWLMXGxqpr167KyMjQ+PHjfcoBxXOYqaqq0s0336yDBw9qwoQJKi0tlcPhcNvH4XA02Aq5YMECTZs2TRMnTpTdbpcxRmPHjtWkSZPcLmYr+eSTT7Rq1aqgtnSEU47//Oc/a/78+Zo6dapfjlc3/mDxZ87z8/NVXFysiIgIzZkzR88//7zmzJmjBx98MFin41P8wWSlPPvzWnvrrbdUWVmpUaNGteg4/mCVHN9yyy1at26drrvuOq1cubLF57VixQpt3LhR9957b4uP1VKhzvHs2bNVXl6uO++80y/n88MPP6i0tFQDBgzQkiVLNHz4cA0bNkzr1q3zy/GbI9Q5/uGHH3TgwAH9z//8jxYtWiSHw6ELLrhAxcXFzTqfkpISPf300zr11FO1dOlSDR48WEOGDNGuXbuadTx/CHWOS0pK9PDDD+uCCy7Q0qVLlZ6erosuuqjZvc5KSko0Z84cFRYWasmSJRo1apRGjBihr7/+ulnH84dQ59hp5syZOu200zR06NAWnU8ovhM3JdT5nT17thYtWqQ333xTq1ev1vDhw5ucMOzYsWO66aabNGTIEK1Zs0Zz585VRESECgoKfDtxnzp5I6SqqqrMbbfdZux2u/n3v/9tjDFm2LBh5qGHHnLb76GHHjLDhw9327ZkyRJjt9vNmDFjXNtmzpxpBgwY4BqbMHHiRLfxtZdeeqmJj493/dVVd/+6zj//fLcxz3/4wx/cjrdixQq3/T/77DO38R3Hjh0zWVlZZunSpa5tCvD4jnDK8cyZM43NZjNPPvmka9vYsWPdjrd9+3a317z++uv1xjw3FX8w+Dvnxph6E0wsWLDAxMTEmMrKStOzZ09Xfnr27FkvnlGjRrmNeZ4/f75bTufPn++2f25ubr2xX97GH0xWynNDx/P1/lDbFVdcYW688UYvshBYVsqxU2lpqUlKSjKffvpps65lp3vvvdcMGDDAqzwEUqhzvG/fPpOSkuKaBKluzpqT4+rqardxosbUXNN33XWXb8nxk1Dn2JiaceC1x1SWlpaa5ORk87e//a1Z94rTTz+93mdpnz59zFNPPeVlVvzLCjl2OBxun3VlZWUmOTnZvPHGG826jocOHWq6dOniNq78yiuvNHfffbdvyfETK+TYqXfv3ubRRx912xYO34mbYoX8duvWzTz99NOu/YuLi01iYqJZtmxZg9fwG2+8Ydq1a+d2b5k6daoZPHiwT+fedB8tWEZVVZVuvfVWvfvuu1qwYIEuuugiSVJaWpr27Nnjtm9+fr5bt4mFCxfq+uuv1w033KCZM2e6tr/xxhv65ptv1LZtW0k1rWWVlZVKTEzU+vXr9frrr6u0tNRv5/Db3/5WN910k+txampqk/uvWbNGOTk5uuGGG9y2X3755brttts0ffp0v8UmhVeOX3nlFd1777167LHH3H6BnDp1qh555BHX444dO3p1vMbiD7RA5FySEhIS3B53795dpaWlKigo0L/+9S9VVlZKksduqpJ01VVXaeDAga7HSUlJHl/jTfzBZKU8N3Y8X+8PTpWVlVq2bJlmzZrl1f6BYpUcL168WGeeeabr377D4VBmZqbWrVun3/zmNz5fy04ff/yxT0u4BYIVcrx06VIdOHBAgwYNkiTX8ix9+vTRY489pvHjx/ucY5vN5jYUxxnD999/7/G1/maFHEtSdHS0oqOjXfs7HA5lZGRo9+7dzbpXpKam6vTTT68XQyhanq2S47o5sdvtyszM1K5du5p1r0hNTZUxxm3oTPfu3bVhwwaPr/U3q+RYkvbt26fvvvuu3meU1b8TN8Uq+d25c6f69Onj2r9Vq1bq2rWrvvrqqwav4enTpysrK8utW3d2draeeuop3xLgU6mNkLnnnntMbGys69cdp9mzZ5vMzEy3me0yMjJcs9mtWrXK2O12M3bs2HrLwezZs8fk5ua6/u677z5zzjnnmNzcXFNRUeExJl9bnj1p6Fe22vE5f+n8+9//7tWSFb4Klxy//fbbxmazNesX84ZanpuKP9ACkfNPP/3UtG7d2q0lZ/78+SYpKcmrmOq2PHvS0C/wnuIPNqvkuSXXWmMtz6tXrzaSzJ49e3w6nr9ZJcfdu3c3zzzzjOtxUVGRadOmjXnzzTc9nkNjLc/OZYO+/PJLj8cIJCvkuLi42O2evnLlSiPJrFy50hQUFHg8h4ZyPGbMGHPLLbe47TdkyBAzYcIEj8fzNyvk2BhjunbtambOnOl6XFJSYtq0aePV7NgN3SsefPBBc9ZZZ7lt6927t3n22Wc9Hs/frJLj6667zowcOdL1uKyszCQlJZl33nnH4zk0dB2/8sorpmPHjm5LrF1xxRVm/PjxHo/nb1bJsTE1yynFxsa2+DMv2N+Jm2KV/P7iF78wf/rTn1yPnT1U5s6d2+D+77zzjmnfvr05duyYa9tzzz1nunTp4uWZ16B4DgPOL4cvv/yy29pnhw4dMoWFhSYpKck8/vjjZvv27ebxxx83KSkppri42FRXV5sePXqYQYMGmf3793tcP9JTMezr/i0tnhuiAHVRCZccHzlyxLRv397ceOON9dYPrN1VqjF1i2df4/enQOW8pKTEpKenmxtvvNHk5OSYjz/+2KSlpZnnnnvOq7j8UTw3FX+wWSXPLb3WGrs/ONd5DCWr5NgYY15++WWTlJRkPvroI7Np0yZz1VVXmaysLFNSUuLxPBornp3nd/DgwZamqtmslOPamurq7u3+ixYtMlFRUWbevHkmNzfX1Z1zx44dzchU81kpx/fff79JT083y5cvNz/88IMZOXKk6du3r6msrPR4Hg3dK3JyckxcXJx54oknTE5OjpkyZYpJSEgw+/bta3HefGGlHK9atcpERUWZl19+2eTk5Jhx48aZTp06NbnspVND1/GhQ4dMhw4dzJgxY8yWLVvMzJkzTXR0tNuyQMFgpRwbU7N2ce/evX0+j1B+J26KlfI7a9Ys065dO/Pee++ZLVu2mFGjRplTTjml0R8yS0tLzWmnnWZuvfVWs3nzZrN48WLTvn17t67f3qB4DgMTJkwwkur9OYug1atXm759+xq73W7OPPNMs3btWmOMMRs2bGjwdY39YzuZi+dwyfHixYsbfT9vvrzVLZ59jd+fApnzjRs3mksuucS0atXKpKammsmTJ3v9q68/iuem4g82q+S5pddaY/eHF154wWRnZzcrN/5ilRwbU/MjxR//+EfTqVMnk5iYaEaMGFFv7oPGNHYtv/vuu6Zt27Y+58WfrJTj2vxRPBtT02LTrVs343A4TL9+/eqNfwwGK+W4tLTUTJgwwZxyyikmNjbWXH755Wbnzp1enUdj94pVq1aZfv36Gbvdbnr16mU++eQT3xLkB1bKsTE168D36NHD2O12c8455zS5xnNtjV3HGzduNIMHDzZ2u91kZmZ61ePF36yW4/vuu89cc801Pp+HVYtnq+X3xRdfNFlZWSYhIcEMGTLEbNy4scn9c3NzzbBhw0zr1q1NZmammTZtmlc/ytVmM8YYAQAAAACARrFUFQAAAAAAHlA8AwAAAADgAcUzAAAAAAAeUDwDAAAAAOABxTMAAAAAAB5QPAMAAAAA4AHFMwAAAAAAHlA8AwAAAADgAcUzAAAAAAAeUDwDAAAAAOABxTMAAAAAAB78fywk6ZbimdM5AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = sm['sz000001']\n",
    "k = s.get_kdata(Query(-200))\n",
    "\n",
    "\n",
    "#抽取K线收盘价指标，一般指标计算参数只能是指标类型，所以必须先将K线数据生成指标类型\n",
    "c = CLOSE(k)\n",
    "\n",
    "#计算收盘价的EMA指标\n",
    "a = EMA(c)\n",
    "\n",
    "#绘制指标\n",
    "c.plot(legend_on=True)\n",
    "a.plot(new=False, legend_on=True)\n",
    "\n",
    "#绘制柱状图\n",
    "a.bar()\n",
    "\n",
    "#修正下柱状图，使其更美观\n",
    "PRICELIST([x-9 for x in a]).bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 指标（Indicator）\n",
    "\n",
    "在 Hikyuu 中，Indicator 的实例是用于计算的主要数据结构，一般 ind（如无说明，ind代表Indicator的实例）计算的参数为另一个ind，如EMA(x),x应是一个Indicator的实例。可以简单的理解为类似 numpy.array。\n",
    "\n",
    "## 2.1 特殊的Indicator\n",
    "\n",
    "其中存在一类特殊的Indicator，用于将K线数据或普通数组转换为ind，才能供其他ind进行计算，如 KDATA 将 KData 转化为一个ind。其他包括: OPEN,HIGH,LOW,CLOSE,AMO(成交金额),VOL(成交量),KDATA_PART。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k is a instance of KData:\n",
      " KData{\n",
      "  size : 200\n",
      "  stock: Stock(SZ, 000001, 平安银行, A股, 1, 1991-04-03 00:00:00, +infinity),\n",
      "  query: KQuery(-200, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
      "}\n",
      "--------------------------\n",
      "\n",
      "kind is a instance of Indicator:\n",
      " Indicator{\n",
      "  name: KDATA\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 6\n",
      "  params: params[kdata(KData): SZ000001, kpart(string): KDATA, ]\n",
      "  support indicator param: False\n",
      "  formula: KDATA\n",
      "  values: [12.07, 11.91, 11.94, ..., 12.47, 12.44, 12.48]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "print(\"k is a instance of KData:\\n\", k)\n",
    "print(\"--------------------------\\n\")\n",
    "\n",
    "kind = KDATA(k)\n",
    "print(\"kind is a instance of Indicator:\\n\", kind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result_num:  6\n",
      "Indicator{\n",
      "  name: IndicatorImp\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  support indicator param: False\n",
      "  formula: IndicatorImp\n",
      "  values: [12.07, 11.91, 11.94, ..., 12.47, 12.44, 12.48]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#获取 ind 的结果集数量，如MACD通常返回3个结果集\n",
    "r = kind.get_result_num()\n",
    "print(\"result_num: \", r)\n",
    "\n",
    "#获取第一个结果集\n",
    "x = kind.get_result(0)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#以下效果相同\n",
    "c1 = CLOSE(k)\n",
    "c2 = KDATA_PART(k, 'close')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外一个常用的特殊指标 PRICELIST将 Python 中的类 list 对象包装成ind。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Indicator{\n",
      "  name: PRICELIST\n",
      "  size: 100\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[data(PriceList): 100, discard(int): 0, kdata(KData): Null, ]\n",
      "  support indicator param: False\n",
      "  formula: PRICELIST\n",
      "  values: [0, 1, 2, ..., 97, 98, 99]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "x = PRICELIST([i for i in range(100)])\n",
    "print(len(x), x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Indicator的特性与参数\n",
    "\n",
    "每一个指标函数，如EMA、HHV，调用后生成一个ind对象，该对象本身可以再次调用生成新的ind。无论指标函数还是 ind 对象调用生成 ind，都是立刻进行计算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EQ\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  support indicator param: False\n",
      "  formula: EMA(CLOSE) == EMA(CLOSE)\n",
      "  values: [1, 1, 1, ..., 1, 1, 1]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "e1 = EMA(CLOSE(k), n=5)\n",
    "e2 = e1(CLOSE(k))\n",
    "e3 = e2\n",
    "print(e1 == e2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除在指标函数中指定参数外，可以通过 getParam、setParam 方法来获取和修改 ind 对象的参数。修改参数后，ind 本身并不会发生变化，需要调用生成新的 ind，新的 ind 才是使用新参数计算的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EMA\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): SZ000001, n(int): 22, ]\n",
      "  support indicator param: True\n",
      "  ind params: {}\n",
      "  formula: EMA(CLOSE)\n",
      "  values: [11.95, 11.9578, 11.945, ..., 12.422, 12.4262, 12.4239]\n",
      "}\n",
      "22\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = EMA(c)\n",
    "print(e)\n",
    "print(e.get_param('n'))\n",
    "e.plot(legend_on=True)\n",
    "\n",
    "e.set_param('n', 30)\n",
    "e = e(c)\n",
    "e.plot(new=False, legend_on=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看 ind 参数。ind 参数支持：\n",
    "\n",
    "- i : int\n",
    "- s : str\n",
    "- b : bool\n",
    "- d : float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EMA\n",
      "  size: 0\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, n(int): 22, ]\n",
      "  support indicator param: True\n",
      "  ind params: {}\n",
      "  formula: EMA\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#EMA指标有参数 \"n\"，类型\"i\"代表整数\n",
    "print(EMA())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 TA-Lib包装指标\n",
    "\n",
    "在交互工具里对TA-Lib进行了包装，命名方式统一为 TA_FUNC名称。其中，ta-lib指标的lookback属性，用discard属性代替。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: TA_SMA\n",
      "  size: 200\n",
      "  discard: 29\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): SZ000001, n(int): 30, ]\n",
      "  support indicator param: True\n",
      "  ind params: {}\n",
      "  formula: TA_SMA(CLOSE)\n",
      "  values: [nan, nan, nan, ..., 12.5217, 12.5237, 12.5303]\n",
      "}\n",
      "29\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = TA_SMA(CLOSE(k))\n",
    "print(x)\n",
    "x.plot()\n",
    "\n",
    "print(x.discard)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "query = Query(-200)\n",
    "k1 = sm['sh000001'].get_kdata(query)\n",
    "k2 = sm['sz000001'].get_kdata(query)\n",
    "\n",
    "cr = TA_CORREL(CLOSE(k1), CLOSE(k2))\n",
    "cr.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 动态指标参数\n",
    "\n",
    "在通道信等证券行情软件中，其技术指标中的窗口参数通常支持整数，也支持使用指标，如：\n",
    "\n",
    "```\n",
    "T1:=HHVBARS(H,120); {120内的最高点距今天的天数}\n",
    "L120:=LLV(L,T1+1); {120内的最高点至今，这个区间的最低点}\n",
    "```\n",
    "\n",
    "***自 1.2.3 版本后，Hikyuu 也开始支持使用指标作为窗口参数***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h = HIGH(k)\n",
    "l = LOW(k)\n",
    "T1 = HHVBARS(h, 120)\n",
    "L120 = LLV(l, T1+1)\n",
    "L120.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**注意事项**\n",
    "\n",
    "由于无法区分 Indicator(ind) 形式时，ind 究竟是指标参数还是待计算的输出数据，此时如果希望 ind 作为参数，需要通过 IndParam 进行显示指定，如：EMA(IndParam(ind))。\n",
    "\n",
    "最佳的方式，则是通过指定参数名，来明确说明使用的是参数：\n",
    "\n",
    "```\n",
    "x = EMA(c)  # 以收盘价作为计算的输入\n",
    "y = EMA(IndParam(c)) # 以收盘价作为 n 参数\n",
    "z = EMA(n=c) # 以收盘价作为参数 n\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 或者以原型的方式，通过指定上下文计算\n",
    "T1 = HHVBARS(H, 120)\n",
    "L120 = LLV(L, T1+1)\n",
    "L120.set_context(k)\n",
    "L120.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
